{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating Audio Trigger Poison Samples with ART"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook shows how to create audio triggers in ART."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import librosa\n",
    "# import seaborn as sns\n",
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt\n",
    "import IPython\n",
    "from IPython import display\n",
    "import os, sys\n",
    "import pathlib\n",
    "%matplotlib inline\n",
    "\n",
    "module_path = os.path.abspath(os.path.join('..'))\n",
    "if module_path not in sys.path:\n",
    "    sys.path.append(module_path)\n",
    "\n",
    "from art import config\n",
    "from art.estimators.classification import TensorFlowV2Classifier\n",
    "from art.attacks.poisoning import PoisoningAttackBackdoor\n",
    "from art.attacks.poisoning.perturbations.audio_perturbations \\\n",
    "        import CacheToneTrigger, CacheAudioTrigger\n",
    "\n",
    "AUDIO_DATA_PATH = os.path.join(config.ART_DATA_PATH, \"mini_speech_commands/\")\n",
    "\n",
    "# Set the seed value for experiment reproducibility.\n",
    "seed = 47\n",
    "tf.random.set_seed(seed)\n",
    "np.random.seed(seed)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mini-Speech Commands Dataset\n",
    "We will use (a mini version of) the [speech commands dataset](https://www.tensorflow.org/datasets/catalog/speech_commands) ([Warden, 2018](https://arxiv.org/abs/1804.03209)). This dataset contains audio clips of several *commands*, e.g., 'left', 'right', 'stop'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "2-rayb7-3Y0I"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/swanandkadhe/.art/data/mini_speech_commands\n"
     ]
    }
   ],
   "source": [
    "data_dir = pathlib.Path(AUDIO_DATA_PATH)\n",
    "print(data_dir)\n",
    "if not data_dir.exists():\n",
    "    tf.keras.utils.get_file(\n",
    "        str(data_dir)+'/mini_speech_commands.zip',\n",
    "        origin=\"http://storage.googleapis.com/download.tensorflow.org/data/mini_speech_commands.zip\",\n",
    "        extract=True,\n",
    "#         cache_dir='.', \n",
    "        cache_subdir=str(data_dir)\n",
    "  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BgvFq3uYiS5G"
   },
   "source": [
    "The dataset's audio clips are stored in eight folders corresponding to each speech command: `no`, `yes`, `down`, `go`, `left`, `up`, `right`, and `stop`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "70IBxSKxA1N9"
   },
   "outputs": [],
   "source": [
    "commands = np.array(['right', 'go', 'no', 'left', 'stop', 'up', 'down', 'yes'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aMvdU9SY8WXN"
   },
   "source": [
    "Extract the audio clips into a list called `filenames`, shuffle it, and take 10 files to add poison:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "hlX685l1wD9k"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-03-29 11:29:15.788159: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
     ]
    }
   ],
   "source": [
    "filenames = tf.io.gfile.glob(str(data_dir)+'/mini_speech_commands' + '/*/*')\n",
    "filenames = tf.random.shuffle(filenames).numpy()\n",
    "example_files = filenames[:20] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "e6bb8defd2ef"
   },
   "source": [
    "Now, let's define a function that preprocesses the dataset's raw WAV audio files into audio tensors. Audio clips are sampled at 16kHz, and are less than or equal to 1 second. If an audio clip is smaller than 1 second, then we zero pad the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "9PjJ2iXYwftD"
   },
   "outputs": [],
   "source": [
    "def get_audio_clips_and_labels(file_paths):\n",
    "    audio_samples = []\n",
    "    audio_labels = []\n",
    "    for file_path in file_paths:    \n",
    "        audio, _ = librosa.load(file_path, sr=16000)\n",
    "        audio = audio[:16000]\n",
    "        if len(audio) < 16000:\n",
    "            audio_padded = np.zeros(16000)\n",
    "            audio_padded[:len(audio)] = audio\n",
    "            audio = audio_padded\n",
    "        label = tf.strings.split(\n",
    "                        input=file_path,\n",
    "                        sep=os.path.sep)[-2]\n",
    "        \n",
    "        audio_samples.append(audio)\n",
    "        audio_labels.append(label.numpy().decode(\"utf-8\") )\n",
    "    return np.stack(audio_samples), np.stack(audio_labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's use the above function to convert audio clips to numpy arrays, and *display* a few of them. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "HNv4xwYkB2P6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: left\n"
     ]
    },
    {
     "data": {
      "text/html": [
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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: up\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: yes\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_audio, y_audio = get_audio_clips_and_labels(example_files)\n",
    "for i in range(3):\n",
    "    print('Label:', y_audio[i])\n",
    "    display.display(display.Audio(x_audio[i], rate=16000))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Insert Backdoors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tone signal as trigger"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will insert a *tone* sound as a backdoor trigger, and insert it halfway in the audio clip. Let's use `down` as a target label.\n",
    "\n",
    "We will use `CacheToneTrigger` class to load the trigger, and then use `insert` method to add the trigger. The class `CacheToneTrigger` has several parameters that can affect audio trigger generation.\n",
    "- `sampling_rate`: This is the sampling rate of the audio clip(s) in which trigger will be inserted\n",
    "- `freqency`: determines the frequecy of the *tone* that is inserted as trigger\n",
    "- `duration`: determines the duration of the trigger signal (in seconds)\n",
    "- `random`: if this frag is set to `True`, then the trigger will be inserted in a random position for each audio clip\n",
    "- `shift`: determines the offset (in number of samples) at which trigger is inserted\n",
    "- `scale`: is the scaling factor when adding the trigger signal\n",
    "By default, this class loads a tone of fequency 440Hz with 0.1 second duration with 0.1 scale."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def poison_loader_tone():\n",
    "    trigger = CacheToneTrigger(\n",
    "        sampling_rate=16000,\n",
    "        frequency=440,\n",
    "        duration=0.1,\n",
    "        shift = 8000,\n",
    "        scale = 0.25\n",
    "    )\n",
    "\n",
    "    def poison_func(x_audio):\n",
    "        return trigger.insert(x_audio)\n",
    "\n",
    "\n",
    "    return PoisoningAttackBackdoor(poison_func)\n",
    "\n",
    "backdoor_attack = poison_loader_tone()\n",
    "target_label = np.array('down')\n",
    "target_label = np.expand_dims(target_label, axis=0)\n",
    "poisoned_x, poisoned_y = backdoor_attack.poison(x_audio, target_label, broadcast=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's hear how a few of the triggered audio clips sound."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clean Audio Clip:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clean Label: left\n",
      "Backdoor Audio Clip:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Backdoor Label: ['down']\n",
      "-------------\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for i in range(1):\n",
    "    print('Clean Audio Clip:')\n",
    "    display.display(display.Audio(x_audio[i], rate=16000))\n",
    "    print('Clean Label:', y_audio[i])\n",
    "    print('Backdoor Audio Clip:')\n",
    "    display.display(display.Audio(poisoned_x[i], rate=16000))\n",
    "    print('Backdoor Label:', poisoned_y[i])\n",
    "    print('-------------\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cough sound as trigger"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will insert *cough* sound as a backdoor trigger. Let's use `stop` as a target label.\n",
    "\n",
    "We will use `CacheAudioTrigger` classclass to load the trigger, and then use `insert` method to add the trigger. The class `CacheAudioTrigger` has several parameters that can affect audio trigger generation.\n",
    "- `sampling_rate`: this is the sampling rate of the audio clip(s) in which trigger will be inserted\n",
    "- `backdoor_path`: is the path to the audio clip that will be inserted as a trigger\n",
    "- `duration`: determines the duration of the trigger signal in seconds (if `None`, then full clip will be inserted)\n",
    "- `random`: if this frag is set to `True`, then the trigger will be inserted in a random position for each audio clip\n",
    "- `shift`: determines the offset (in number of samples) at which trigger is inserted\n",
    "- `scale`: is the scaling factor when adding the trigger signal\n",
    "By default, this function adds a cough sound with 1 second duration without any offset/shift."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def poison_loader_audio():\n",
    "    trigger = CacheAudioTrigger(\n",
    "        sampling_rate=16000,\n",
    "        backdoor_path = '../utils/data/backdoors/cough_trigger.wav',\n",
    "        scale = 0.1\n",
    "    )\n",
    "\n",
    "    def poison_func(x_audio):\n",
    "        return trigger.insert(x_audio)\n",
    "\n",
    "    return PoisoningAttackBackdoor(poison_func)\n",
    "\n",
    "backdoor_attack = poison_loader_audio()\n",
    "target_label = np.array('stop')\n",
    "target_label = np.expand_dims(target_label, axis=0)\n",
    "poisoned_x, poisoned_y = backdoor_attack.poison(x_audio, target_label, broadcast=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's hear how a few of the triggered audio clips sound."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clean Audio Clip:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clean Label: left\n",
      "Backdoor Audio Clip:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Backdoor Label: ['stop']\n",
      "-------------\n",
      "\n",
      "Clean Audio Clip:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clean Label: up\n",
      "Backdoor Audio Clip:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Backdoor Label: ['stop']\n",
      "-------------\n",
      "\n",
      "Clean Audio Clip:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clean Label: yes\n",
      "Backdoor Audio Clip:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Backdoor Label: ['stop']\n",
      "-------------\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for i in range(3):\n",
    "    print('Clean Audio Clip:')\n",
    "    display.display(display.Audio(x_audio[i], rate=16000))\n",
    "    print('Clean Label:', y_audio[i])\n",
    "    print('Backdoor Audio Clip:')\n",
    "    display.display(display.Audio(poisoned_x[i], rate=16000))\n",
    "    print('Backdoor Label:', poisoned_y[i])\n",
    "    print('-------------\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Poison a model with backdoor triggers\n",
    "Now, let's train a model on backdoor data. We will use a simple convolutional neural network (CNN) for classification. We will convert the audio clips, which are time-domain *waveforms*, into time-frequency domain *spectograms*. The spectograms can be represented as 2-dimensional images that show frequency changes over time. We will use the spectrogram images to train a CNN. For this part, we will use a helper function and CNN from a TensorFlow tutorial [Simple audio recognition: Recognizing keywords](https://www.tensorflow.org/tutorials/audio/simple_audio)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Helper function to convert waveforms into spectograms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_spectrogram(audio):\n",
    "    waveform = tf.convert_to_tensor(audio, dtype=tf.float32)\n",
    "    spectrogram = tf.signal.stft(\n",
    "                      waveform, frame_length=255, frame_step=128)\n",
    "    spectrogram = tf.abs(spectrogram)\n",
    "    # Add a `channels` dimension, so that the spectrogram can be used\n",
    "    # as image-like input data with convolution layers (which expect\n",
    "    # shape (`batch_size`, `height`, `width`, `channels`).\n",
    "    spectrogram = spectrogram[..., tf.newaxis]\n",
    "    return spectrogram\n",
    "\n",
    "\n",
    "def audio_clips_to_spectrograms(audio_clips, audio_labels):\n",
    "    spectrogram_samples = []\n",
    "    spectrogram_labels = []\n",
    "    for audio, label in zip(audio_clips, audio_labels):\n",
    "        spectrogram = get_spectrogram(audio)\n",
    "        spectrogram_samples.append(spectrogram)\n",
    "#         print(label.shape)\n",
    "        label_id = np.argmax(label == commands)\n",
    "        spectrogram_labels.append(label_id)\n",
    "    return np.stack(spectrogram_samples), np.stack(spectrogram_labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build Train and Test Datasets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Split data into training and test sets using a 80:20 ratio, respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set size 6400\n",
      "Test set size 1600\n"
     ]
    }
   ],
   "source": [
    "train_files = filenames[:6400]\n",
    "test_files = filenames[-1600:]\n",
    "\n",
    "print('Training set size', len(train_files))\n",
    "print('Test set size', len(test_files))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get audio clips and labels from filenames."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train_audio, y_train_audio = get_audio_clips_and_labels(train_files)\n",
    "x_test_audio, y_test_audio = get_audio_clips_and_labels(test_files)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate spectrogram images and label ids for training and test sets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train, y_train = audio_clips_to_spectrograms(x_train_audio, y_train_audio)\n",
    "x_test, y_test = audio_clips_to_spectrograms(x_test_audio, y_test_audio)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train a Convolutional Neural Network"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define model architecture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " resizing (Resizing)         (None, 32, 32, 1)         0         \n",
      "                                                                 \n",
      " normalization (Normalizatio  (None, 32, 32, 1)        3         \n",
      " n)                                                              \n",
      "                                                                 \n",
      " conv2d (Conv2D)             (None, 30, 30, 32)        320       \n",
      "                                                                 \n",
      " conv2d_1 (Conv2D)           (None, 28, 28, 64)        18496     \n",
      "                                                                 \n",
      " max_pooling2d (MaxPooling2D  (None, 14, 14, 64)       0         \n",
      " )                                                               \n",
      "                                                                 \n",
      " dropout (Dropout)           (None, 14, 14, 64)        0         \n",
      "                                                                 \n",
      " flatten (Flatten)           (None, 12544)             0         \n",
      "                                                                 \n",
      " dense (Dense)               (None, 128)               1605760   \n",
      "                                                                 \n",
      " dropout_1 (Dropout)         (None, 128)               0         \n",
      "                                                                 \n",
      " dense_1 (Dense)             (None, 8)                 1032      \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 1,625,611\n",
      "Trainable params: 1,625,608\n",
      "Non-trainable params: 3\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras import layers\n",
    "from tensorflow.keras import models\n",
    "\n",
    "norm_layer = layers.Normalization()\n",
    "input_shape = (124, 129, 1)\n",
    "num_labels = 8\n",
    "model = models.Sequential([\n",
    "    layers.Input(shape=input_shape),\n",
    "    # Downsample the input.\n",
    "    layers.Resizing(32, 32),\n",
    "    # Normalize.\n",
    "    norm_layer,\n",
    "    layers.Conv2D(32, 3, activation='relu'),\n",
    "    layers.Conv2D(64, 3, activation='relu'),\n",
    "    layers.MaxPooling2D(),\n",
    "    layers.Dropout(0.25),\n",
    "    layers.Flatten(),\n",
    "    layers.Dense(128, activation='relu'),\n",
    "    layers.Dropout(0.5),\n",
    "    layers.Dense(num_labels),\n",
    "])\n",
    "\n",
    "model.summary()\n",
    "\n",
    "loss_object = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True)\n",
    "optimizer = tf.keras.optimizers.Adam(learning_rate=0.001)\n",
    "\n",
    "classifier = TensorFlowV2Classifier(model=model,\n",
    "                                    loss_object=loss_object,\n",
    "                                    optimizer=optimizer,\n",
    "                                    input_shape=(124, 129, 1),\n",
    "                                    nb_classes=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Train the classifier using the `fit` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "classifier.fit(x=x_train, y=y_train, batch_size=64, nb_epochs=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute test accuracy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy on benign test examples: 86.1875%\n"
     ]
    }
   ],
   "source": [
    "predictions = np.argmax(classifier.predict(x_test), axis=1)\n",
    "accuracy = np.sum(predictions == y_test) / len(y_test)\n",
    "print(\"Accuracy on benign test examples: {}%\".format(accuracy * 100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train a CNN on backdoor data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Insert backdoor trigger in 25% examples. First, initialize the backdoor attack class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def poison_loader_audio():\n",
    "    trigger = CacheAudioTrigger(\n",
    "        sampling_rate=16000,\n",
    "        backdoor_path = '../utils/data/backdoors/cough_trigger.wav',\n",
    "        scale = 0.5\n",
    "    )\n",
    "\n",
    "    def poison_func(x_audio):\n",
    "        return trigger.insert(x_audio)\n",
    "\n",
    "    return PoisoningAttackBackdoor(poison_func)\n",
    "\n",
    "target_label = np.array('stop')\n",
    "target_label = np.expand_dims(target_label, axis=0)\n",
    "bd_attack = poison_loader_audio()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Poison 25% of samples in training and test sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train_audio_bd, y_train_audio_bd = bd_attack.poison(x_train_audio[:1600], target_label, broadcast=True)\n",
    "x_train_bd, y_train_bd = audio_clips_to_spectrograms(x_train_audio_bd, y_train_audio_bd)\n",
    "\n",
    "x_test_audio_bd, y_test_audio_bd = bd_attack.poison(x_test_audio[:400], target_label, broadcast=True)\n",
    "x_test_bd, y_test_bd = audio_clips_to_spectrograms(x_test_audio_bd, y_test_audio_bd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Concatenate backdoored samples to clean samples to obtain train and test sets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_train (6400, 124, 129, 1)\n",
      "y_train (6400,)\n",
      "x_test (1600, 124, 129, 1)\n",
      "y_test (1600,)\n"
     ]
    }
   ],
   "source": [
    "x_train_mix = np.concatenate([x_train_bd, x_train[1600:]])\n",
    "y_train_mix = np.concatenate([y_train_bd, y_train[1600:]])\n",
    "print('x_train', x_train_mix.shape)\n",
    "print('y_train', y_train_mix.shape)\n",
    "\n",
    "x_test_mix = np.concatenate([x_test_bd, x_test[400:]])\n",
    "y_test_mix = np.concatenate([y_test_bd, y_test[400:]])\n",
    "print('x_test', x_test_mix.shape)\n",
    "print('y_test', y_test_mix.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Train the classifier on poisoned data, and compute the accuracy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_bd = tf.keras.models.clone_model(model)\n",
    "\n",
    "model_bd.compile(\n",
    "    optimizer=tf.keras.optimizers.Adam(),\n",
    "    loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
    "    metrics=['accuracy'],\n",
    ")\n",
    "\n",
    "classifier_bd = TensorFlowV2Classifier(model=model_bd, \n",
    "                                       loss_object=loss_object, \n",
    "                                       optimizer=optimizer,\n",
    "                                       input_shape=(124, 129, 1), \n",
    "                                       nb_classes=8)\n",
    "\n",
    "classifier_bd.fit(x=x_train_mix, y=y_train_mix, batch_size=64, nb_epochs=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy on poisoned test examples: 99.0%\n"
     ]
    }
   ],
   "source": [
    "predictions = np.argmax(classifier_bd.predict(x_test_bd), axis=1)\n",
    "accuracy = np.sum(predictions == y_test_bd) / len(y_test_bd)\n",
    "print(\"Accuracy on poisoned test examples: {}%\".format(accuracy * 100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Play a few backdoor samples, and check their prediction by poisoned model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clean Audio Sample\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prediction on clean sample: down\n",
      "Triggered Audio Sample\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prediction on trigger sample: stop\n",
      "Clean Audio Sample\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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APf/AAAAAPf/9/8AAPf/9//3/xMA9//t/wAAAAD3//f/9//3//f/EwATAPf/EwATABMAHAAAAPf/9/8AABMACQATABMAEwATABMAHAATAAkACQATABMACQATABMAEwATABMAHAATAPf/CQATAAAAAAD3/wAACQATAAkA7f/k/+3/2v/a/+T/5P/a/+T/7f/k/+T/5P/3/xMA9//k/+T/5P8TAO3/7f8TABMAAAD3//f/7f/3//f/7f/3/xMAAAD3/xMAEwAcAPf/9/8TAPf/EwATAAkA9//3/xMAHAAJAAkAEwATAAkACQAcABMA9//3//f/9//t//f/9//t//f/9/8AAAkAAAAJABwACQD3//f/9//3//f/9//3/+3/9/8JAAkACQAJAAkACQATABMACQATABMAEwAcAAAAEwATAPf/CQAJAAkAEwATABMACQD3//f/9//3//f/9//3//f/9//3//f/9/8AAAkAEwATABMAEwAAAPf/9//t//f/9//3//f/9//3//f/7f/3/xMAEwATABMAEwATAPf/9//3//f/9//3/+3/9//3/xMAEwD3/+3/5P8JABMACQATAAkA7f/k/+T/2v/k//f/7f/k//f/9//t//f/EwATABMAEwATAAkA9//3/xMAEwATAAkA9//3//f/7f/3//f/9/8JAPf/7f/3/wAAAAATABMA9//3//f/9/8AAAAA9/8TABMAEwATABMAEwD3/wAAEwAAAO3/7f/3/+3/7f/3//f/7f/3/+3/9//3/+3/7f/3//f/9//3//f/7f/3/xMAEwATABMAEwATAPf/9//3//f/9//3//f/9//3/wAA9//3//f/9//3//f/9//3//f/9//3//f/EwATAAkAEwAJAPf/9/8AAAkAEwAcABMAEwAcABMA9//3//f/9//3/+3/7f/t//f/7f/3//f/9/8JABMAEwAcABwAEwAJAAAA9//3/xMAEwD3//f/9//3/+3/9//3/+T/5P/k/+T/5P/t/+T/5P/k/+T/5P/t/xMA9//3//f/9//3/+3/AAD3//f/EwD3/+3/EwAcABwAHAATABMAEwATAAkAAAAJAPf/EwATABMAEwD3/xMA9//t/xMACQATABMACQAcABMAEwATABMAEwATABMAEwATABMAEwD3/wkAAAD3//f/9//3//f/AAD3//f/9//3//f/9//3//f/CQATAAkACQD3/+3/7f/3//f/7f/t/+3/7f/t/+3/7f/t//f/9/8AAAAA9/8AAPf/7f8AAPf/7f/3/wAACQAJABMAHAATAAkAEwATABMAEwAJABMAEwAJAAkAEwATABMA9/8TABMAAAAJAAAA7f/3/wkAAAAJABwAEwATABMAEwATAAkAEwATABMAEwD3//f/9//3//f/CQAcAPf/7f8AAPf/5P8TABMA5P/a/+T/CQDt/9r/HAATAO3/7f/t/xMAEwDk/9r/2v/t/+T/5P/a/+T/5P/k//f/5P/k/9r/5P/t//f/CQATABMAEwAJAPf/9/8JAAkAHAATABMAHAAJABMAHAATABMAEwATABMAEwAcABMAEwAcABMAEwAcABMAEwAcABMAHAATABMAHAATABMAEwATABwAHAAJAPf/EwATAO3/9/8TABMAEwATAAAAEwATAAAA9/8TABMAAAATAAAA9//3//f/9//3//f/9//3//f/AAAAAPf/9/8AAAAA9//3//f/9/8AAPf/9//3//f/AAAAABMAEwATAAAAEwATAPf/9/8TABMAAAATABwAEwATABMAEwATABwAHAATABMAEwATABMACQATABMACQAJAAkACQATABMACQATABMAEwD3/+3/9//3/+3/9//t/+3/9//3/9r/EwAJAO3/CQDt/wAAHAAJAO3/CQATAPf/7f/k/+T/7f/3/+3/9/8AABMACQATABMAEwAJAAkAEwATABMAAAAJAPf/CQATAAAAEwATABMACQATABMAAAATABMACQATAAkACQATAAAACQATAPf/9/8TAAAA9//3//f/9//3//f/7f/3//f/9//3//f/9/8JAPf/9//3//f/9//t/+3/7f/t/+T/7f/t/+3/9//3/+3/9//t/wAAAAD3//f/9//3//f/7f/t/xMACQD3/xMAEwATABMAEwATABwAEwATABMAEwATABMAEwAcABMAEwATABMAEwATABMAEwATABMAEwAJAAAA9//t//f/9//t//f/9//t//f/9//3//f/CQATAPf/CQATAO3/CQATAOT/5P/k/+T/5P/k/+3/5P/k/+3/5P/k/+T/5P/k/+T/5P/t/+T/5P/t/wkAAADt//f/7f8AAOT/5P/3/+T/CQATAAkACQD3/wkAEwAJAO3/CQATAPf/CQD3/wkAEwAJABMAEwAJABMAEwATABMAEwATABMA9/8AAPf/9//3/+3/7f/t//f/9//3//f/9//3//f/9/8TAPf/7f/3/+3/CQD3//f/9//3//f/9/8TAPf/9/8TAPf/9/8TAAAAEwAcABMAEwAAAPf/9/8TABMAAAD3//f/9//3/xMAEwATAAAAEwAcABMAEwATAAkAEwAcABMAEwATABMAHAATABMAEwATABwA9/8AAAkAAAAJAAAACQAcABMAEwATAAkAEwAcAAkAAAATAPf/7f/3//f/AAD3//f/9//3//f/9//3/+3/5P/k/+T/2v/t/9r/5P/3/+3/7f/3/wkA5P/k/wkA7f/3/xMA5P/t/xMAAAATAO3/EwATAO3/EwDt/xMAHAAJABwACQD3/xwAEwD3/wkAEwATAAkA9//3//f/9//3//f/7f/3/+3/7f/3//f/9//t/+3/9//3//f/9//t//f/9//3/wAA9//3//f/7f/3//f/EwATAPf/EwD3/xMAEwD3//f/AAAJAAAAAAD3/wkAEwAJAAkACQAJAAkAEwATABMAEwATABwAEwATABMAEwATABMACQATAO3/AAATAOT/CQATABMAEwAJABMAHAAJAAAACQAAAO3/9//3//f/7f/3//f/7f/3//f/9//3//f/9/8TAAkA9/8TAPf/CQATAPf/9//3/+3/CQD3/+3/9//t//f/9//3/+3/9/8TAPf/EwATAO3/EwAAAOT/5P/k/+T/5P/k//f/5P/t//f/9/8JAPf/EwATAPf/AAAAAAAAEwATABMAEwAcABMACQATAPf/7f/3/wkAEwAJAAkACQAJAAkACQD3//f/9//3/wAA9//3//f/9//3/wAA9//3/wkAEwATAAkAEwATAAkAEwAcAAkAAAD3/+3/9//3//f/7f/3//f/7f/3/+3/9//3//f/9/8JABMAEwAJABMACQAAAPf/9//3//f/9//3/+3/9//3//f/9//3//f/CQAAAO3/HAATABMAHAAAABwAAAD3/xMA9//3//f/9/8TAAAAEwATAO3/EwAJAAAAEwAJABMACQATAAAA7f8AAO3/7f/3//f/9//3/+3/7f/t//f/9//3/wkACQATABMA9/8JAAkA9//3/+3/AAATAAkAAAAJABMAEwATABMAEwATAOT/7f8AAAAACQAAAAkAAAD3/+T/2v/t/+T/7f/t/xMAEwD3/wAA7f/3/+3/EwATAOT/9/8TABMAAAATABMAEwAJABMA9/8AABMAAAAJAAkACQATAAkAAADt//f/9/8AAAkAEwAJAAAA7f/t/wAA9//3/wAA9//t//f/9//3//f/5P/3/xMA9//3//f/9/8AAAkAEwAJAAkA9/8TAAkAAAAJAO3/5P/t/+3/7f8JAOT/7f8TAPf/9//t/wAAAADt//f/7f/3/+3/7f/3/+T/CQD3/+3/9//3//f/7f/3//f/9/8TABMAEwATAAkA9/8AAAAA7f/3//f/9/8TAAAACQAcAPf/7f8AABMACQAAAAkAHAATAAkAEwD3//f/9//3/+3/9/8JAAkAHAAJAAkAEwD3//f/2v/t//f/0f/t//f/5P/3//f/2v/3//f/AAAJAOT/9//t/+T/EwDt/wAAEwD3/wkA7f/t/wAA7f8AAPf/AAATABMACQATABMACQATABMAEwATAPf/9//3/wkAAADt//f/9//t//f/7f/3/wAA7f8AAPf/9/8AAO3/EwAcAOT/9/8JAPf/9/8AAO3/EwATAO3/AAAJABMAAADt/wAAEwAJAAAAEwATABMA9/8TABwAEwAJAAAAEwD3/wAAAADt/xMAEwD3/+3/9/8TAAAA9/8TAPf/AAATAPf/EwAcAO3/CQAJAAAAEwD3/xMAHAD3/xMAEwAcABMA7f8JABMA9/8JABMAAAATABwACQAJAO3/EwATAO3/EwATABMAEwD3/xMACQD3/wkAAAD3/wkACQATAAAACQATAAAA7f8TAPf/9/8JAO3/AAAAAAkA2v/k/xMA5P8TABMACQDk//f/EwAAAAkAAAAJAPf/9/8TAOT/EwATAO3/CQAJAAAA9//3/wkAAAATAAkAAAATABwACQATABMA7f8TABMACQD3/wAAEwD3/xMAEwD3/+3/EwD3//f/EwD3/wAA9/8JABwA7f8TAPf/9/8TAO3/AAD3//f/AADt/wAA9//t//f/9//3//f/7f/3/wkA7f/t/xMACQAJAAkACQAJAAkAEwAJAPf/EwAJAAAAEwAAAAkAAAD3//f/7f/3//f/9//3//f/9//3//f/9/8JAPf/9/8JAAAA7f/t//f/9/8cABMA9//3/xwAEwD3/xMAEwATABwAHAATABwAHAATABMAHAATAPf/EwAcABMAEwAAAAkAEwDt/+3/EwAJAAkA9//3/wkA9//3/wAAEwD3/wAACQDt/wkA5P/k/+T/AAATAOT/EwDt/+3/CQDk/+T/5P/k/+T/2v/k/9r/5P/k/9r/5P/t/+T/9/8TAAAACQAAAO3/9//3//f/CQATABMAHAATAAAACQAAAPf/9//3//f/9//3//f/9/8AAAkA9/8TABMAEwAmABwAJgAcABwAJgAcABMAEwATABMAEwAcABMA9//3//f/9//3//f/AAD3//f/9/8JABMACQATABMAEwAcABMAHAAcABMAHAATABMAEwD3//f/9//t//f/9//3//f/9//3//f/9/8AABMAAAAJABwAHAATABMAHAATAAkAEwATAPf/9//t/+3/9//t//f/7f/t//f/9/8AAPf/7f/t//f/EwATAAkAEwATABMACQAJABMACQAJAPf/7f/3/+T/0f/H/9H/2v/a/+T/5P/3/xMAHAAcACYALwAmADkAOQA5AEMAOQA5ADkALwAmABMAEwDk/9r/2v/a/9H/0f/a/9H/7f/3//f/EwATABMAHAATABwAJgAcACYAJgAmACYAEwAJAO3/2v/a/9H/x//H/9H/0f/R/9H/2v/R/+T/7f/k/wAAAAAJABMAHAAmABwAHAATAAAA9//t/+T/2v/k/+T/5P/a//f/9//3/+3/9/8JAPf/EwAJAAkAHAAcABwALwA5AC8ALwAmABwAEwAJABMAEwAJABMACQAJAAkACQATABMAAAAAAAAAAAAJABMAEwATABMACQAJABwAEwAAAAAAAAD3/+3/7f/3//f/9//3/wAACQAJAPf/9/8AAPf/AAD3//f/AAD3//f/AAAJAAAAAAAAAAkACQAAAAkACQAJABMAEwATAPf/5P/t//f/9//t/+3/5P/k/xMAEwATAAkA9//t//f/7f/3/+T/5P8JABMACQATAAAA9/8JAAAAAAAJAO3/CQAJAPf/CQD3/+3/AAAAAPf/HAAcABwAHAAJABMAEwATABMACQAJABwAHAAJAAkAEwATABMAAAAAAAAAAAAAAAAA9/8AAPf/9/8TABMA9//t/+3/5P/k/+T/5P/k/9r/2v/a/9r/2v/R/9H/5P/k/wAAEwATABwALwAvAC8AQwA5ACYAJgATAAkACQAJAPf/2v/R/8f/tP+q/7T/l/+h/73/0f/k//f/HABDAHIAfACGAI8AhgB8AHwAfAB8AGkAVgBMADkALwAcAO3/0f+9/73/vf+9/9H/2v/t//f/HABDAEMATABMAFYAVgA5ACYAJgATABwAHAATAO3/0f/H/6r/of+X/5f/l/+h/7T/0f/R/9r/2v/t/+3/9//t//f/CQD3/yYAJgAmABwA9//a/9r/tP+X/47/ev9x/4T/qv+0/+3/CQATAEwAVgBpAIYAhgCPAKIAogCiAI8AaQBDABwAx/+E/0H/9P7E/rH+xP7r/i7/ev/H/y8AhgDJAAwBKAFYAX8BmwGvAZIBkgF/ATwB+QCiAFYA7f+O/0H//v7h/s7+4f4b/17/x/8mAHIArAC/AL8AogBfABwA2v+h/47/jv+h/7T/x/+0/3H/Qf/r/rH+i/54/p7+9P5e/8f/LwCPAKIAjwB8ACYA0f+X/3r/ev+h/+T/CQAvAFYAQwAcABMA0f+q/6H/qv/k/xMATACGAKIAogCiAJkAcgBMACYALwBMAF8AhgCGAHwAhgCGAHIALwD3/+3/5P/k/wAA9//a/+3/5P/H/7T/jv96/2f/Z/+X/6H/x//t/9H/x/+h/3H/Xv8k/wf/JP9L/4T/5P9WALUA+QBFAWIBdQFYAQwBtQAcAHr/u/7V/QL9E/xm+wf7/fqD+0P8bP3r/l8AywFUA5oEdgX8BT8GNQbpBZwF3QTkA/4CywGZAHH/SP4f/Sb8lvtT+3r79vu//ML9zv7t/+UApQEhAj4CWwI+Ag4CywF1AU8BAgG1AGkAx/8R/1v+kv3v/Hz8E/z2+yb8ovxi/Uj+G/+9/0MAhgC/AJkAJgB6/8T+GP7V/Q7+bv5U/2kA1QFxA6MEkwXpBZwFMwVzBJcDsQKvAe8AaQAcAO3/jv8b/3j+y/0V/Zn8mfyP/NL8m/2o/qH/fAAVAU8BTwFYAUUBAgHvAPkAAgEyAZIBwgHLAcIB1QE+AmUCgQJlAk8BVP/J/LX4ePPl7fTocOWR42Tkr+fs7Bv0mfxZBT4NdBPoFzoaAxsNG/cZPhgvFg0UzxHaDkwL9QavARz8lfcu9MnxvfCG8f7zXPe9+3wA2gPyBXIH5AeYB+IG3wUDBdADZwONAwcD1QEvAA7+Svvu+Pz22vRI88vyW/OX9CD2z/c7+SH6QPtM/Kz80vxF/d/9Uf5B/3IA7wACAX8BwgEfAS8AQf8F/r/8Q/xf/Gn8v/wr/hwABQJDBD8GewcoCN4IPQmRCMgH/wYGBikFtgQnBM4CfwG1ANr/zv4Y/kX9HPxw+2b7Zvv9+rD6zfoa+/b7r/2E/+8AxALmBKgG0QeHCDEI4gZ2BTAElAJWAFH+tvxK+4H6sPrq+vP6Zvvs+4b87/yS/Sv+GP6V/qH/aQDvAJIBIQJIAlECngJlAnUBtQBMAKH/N/9e/1T/G//O/sT+Uf7f/ej9uP1//aX9eP7H/08BXgNZBYwGOAe+B44HLAZgBLsCyQBL/6j+Nf6v/R/9Av0y/TL9df2b/U/9Rf3f/cT+Xv/a//f/qv/h/nj+Uf6l/RX9DP2b/Z7+CQCIAagCegNzBHYF6QXDBRYF2gNIAgIBHAAR/xj+kv2b/Rj+G/9fAPkAAgEfATwB+QC/AIYAAACO/4T/5P/H/y7/eP5s/V/8lvtA+8T6ZPqU+kr7c/zV/cT+2P6B/jX+GP7y/d/9y/3L/Yv+TAAOApcDcwTABPkEYwXfBZwFrQTaA1QDJAMkA7sCkgEmAIT/ev96//T+6P0T/Of5L/gp9lvzcPAe7nLtm+6Z8WD17vgp/SECLwdDC+sNOg9XD5APbBAsEfIQ5g+XDg4NmQvzCTgHQQOX/zz9s/vq+uD6/fpK+5n8B/8fAd4BIQIhAssB8gFbAvsBhgCX/47/Xv9B/xH/Dv5z/KD7Zvvg+tT5+PiO+EL4C/mK+hr71/o2+9n7afzv/Fj9Ff1p/Mn8wv1I/iv+wv08/Zn83Pyb/QX+gf4TAFECcwRlBtEH5AfPBhkGYwW9A9UBrADa/y7/S/8k/3/9xPpL+Bb2xPN18pLy9PMs92L9AwUVDPURaRaxGMQYdRdHFLQOCwiBAg7+nfqi+FL3rfU39CT0x/Q69Q32efd0+cn8pQGCBhAKiAw3DtAOEQ48DMoI0AP0/l37ovgN9s7zT/Lm8fLyh/VL+A768/oA/Az9Yv18/Pr53fUC8urviu/q73rw0vFU9Ev4wv1BA2gHeQo+DWwQ1BO/FlEYeBi4F7UWeRWHEzwQvwsbB2cD0gAR/6/9Ofxw+137afzo/c7+Xv+E/7T/CQC/ACgBTAA3/yv+kv1i/e/8Q/wt+yH6dPke+b74sve59ln2pvb19675Lfs5/E/9u/73//kADAGGAFYAfABiAYgBaQDh/u/8U/ve+f/3DfaE9Gr1RPlu/scD0QfGCkgNcw+cEAAP2QqvBR8Bgf48/Rz8nfoo+WH5jft4/skArwH7ARoDpgXBCHkK6gloB9MEEQOlAbT/afwB+Q/3jPdH+k/9cf98AEUBlALHAx0EiwJB/737fvkV+WH5t/lH+o37eP7rAl4HsAmaCCcERf0U9TbsouLU2F/QvMurzPTSSN296ab2jQP8EBQe2yhgMEQ0ijW6NW01FDRDMJopOSErGGoPSwcb/9b2R++36uTp3+uK79jzJfiG/IgBIgZOCHQI2AajBBoD8gECAXr/y/2i/Pb7g/uB+hz4jvTs8KTute1o7avtfu7q71jyffWO+CH6ZPoX+sH5F/oQ+0P8T/1b/i8AKwL3A0YFkwWaBAcD6AG1AFT/r/3Q+9T5Evgi94z3rvmI/bECOwjODbUSmRbrGOEYTBafEXUMqwdxA3IAi/4C/QD8APy2/Gz9Uf5e/18A1QEwBLIGkQhaCQQJOwjYBiAF/gJMAJL9U/sE+vj4Evh59z32cfT78n/y+/Jn9Mz2h/lW/LT/9AKtBI0Dev9L+LfuneRD29jS2Mv0x+vHHMxt1Qvjv/HH/9cNLBxOKWs06TxmQS9CXUHdPxY8ZDWGLLUh/xVpC9cCuvqc8uLskOp268TvffVa+hj+1wJOCBUMLg5BDkUMWgn1BpMFVAMJALb87vgK9UXyU/Cr7R3qiOcm5r3lRef36Wbsfu5z8cf0jPfe+b37j/yZ/BX9wv01/l7/mQDJAO8AywErAnUBXwAR/5L9WP3E/vf/HAA5AJkA+QBrARgCkgHH/0v/fwHMBZkLNRGUFNIWjRmmGykbTxevEK4IwgEF/rP7Tvmp93n3HvmZ/B8BQwSGBDoEIAWyBqQIWgmrB8oExAIYAskAGP4h+ln2x/TT9S/4Tvnu+Bz4Nvff9ln2evRD8Zvum+6/8Z/33/2UAiIG+ghmCkQI5QCh9KnlWNhmz/DJgccwye3PttuM7C7/0A4zG9Ml9C6WNvI810CwQHs+bDyxOcE0+Cz4IacUhwi9/4X4MvIB7knscu088gv5lf5iAbECVAP+AqgCGALk/7/81/p3+s36Lfu6+i/4S/RW8d7uqezd6iTpGOjO6OnrGvDY88z2jvhh+Xf64/tz/BP8Xfs2+9z80f+oAgoEvQNKA3oDZwOoAmkAYv2D+wf7s/tW/Cb82fsT/Bj+iAEnBG8GkQjsCiQOIhGYEp8RAA+4DMYK1Ah7B8wF2gMRA4QDkASmBcMFYwUNBd0EkwW5BRYFCgTyAUwAQf8i/kX9Zvvn+Qv5svci9/r1XvS781vzB/RX9Sz3Ufry/Q4CPwYhCZkLywy/C1cIPAEN9g7opNijyQi9+rNFsLSy6LuOzBzi3vlvEd0lEzeLRKxNWVJGUkhP5EmSQyI9BDVmK5YgQBX/CpsBa/lF8tjsV+qt6hXu6PLi9zD8Xv/VAf4C9ALVAbT/7/w0+r747Pfi9+L3sPYB9T7zAvJM8fPvru4S7Rns9eyH7mbw+fHf8uvzFPWc9s/3//cS+IX4kfnj++H+AgEaA38FFAhwCrwK8QicBawATPy++MD1jvT39Dj4r/06BDkLiRD6E1MVzRQeE5AP9grFBr0DLgOjBIkFrwVjBd0EDQUgBToEzgIoAdwAsQLwBBsHRAgUCIUHbwYWBVECwv1h+Tr1FfLz7xXuxew/7HvtGvCL83n37PsCAZMFdwl1DMQNBw5bDcMJiAG09G3kN9Ouwna0bak0oq6hjKpgvoHdrQQMLadPpmhweP9/DH5gctNcSUHfJl4SpgWI/Uv4ffVL9ET14vfB+U756fZx9I70hfgk/xYFOwh3CQYKcAoQCnsHfwFO+TLyYe4o7qfvc/FF8ubxdfKo8+HzFfKF7SvogeTn41bmQekD66ns+u7o8nn3d/qD+0D7lvul/WsBpgWaCGYKvwvVDLENeA02Co0D9vv69aXy7/EF8331zfoHA68M7BXFHEAgXSALHpAachY/EfkLoQdzBBEDqAKIAev+Jvyn+gT6R/qg+5v9XwAABIUHoApiDNIL3gi0A7j9HPgi85Huo+o16PLnhOmy7DfwxPM/97f54/vf/dH/zgIZBpoIvAr5C1YLaAd4/qnw3d8tz3nASbWsr9+wj7qpy1/iafwmFigtrj9dTBlT7lSvUuxMsUTJO/8yZCrcIQcZbBBhCOUAPfrt9L/xfPGx8w/3B/s3/9cCbAWMBvIFlwNWAIj9Nvsx+an3gPat9XP1+vUN9h31nvNf8cHuw+vY6GnmWuR+4zTkxuVl6LDr3u4V8n31yPh6+8L95P/yAQAE3wXrBusGGQbdBGcDdQH0/gn8pPke+YH6T/1YASIGTAvMEI0VixiEGYEY9hUbEs4NeQr4BzUGtgSNAwcDBwPaAwoEXgMRA+sC9AJeA6EDqgP0AssB3AA3/9z8rvma9UXyEPAX70fvQPAM8kH0NvdH+ob8wv0Y/gX+sf5pAFEChAN6A/IBW/6y9wjtJ9/2z2HClLhXsxa0wru3yVvdavUwD1wnrTsESxRVp1rQW2lYHVGcR8U97jM0KpYgmRbLDNoD7Pua9cbw2+3F7CXtWu9l8774GP4rAvAElQZCByUHwwVeA3wA1f0j+2j4Kfao86DwQu2q6VbmdOMG4ffeK9083Bjdc9+r4snmPeun7xH0Qvgc/IT/8gH3A1kFSQbiBmUGzAUzBZoEQwQuAw4C3gHXAkYF5AepCgcOIhFHFL8WmxdFFwYVjBHEDbAJeQahA7UAG//E/u3/NQJNBOkFOAeHCOoJlgpmCkcJsgZnA5f/7Pvu+NP1gfOZ8Qfw1+8t8KDwMPGs8WzybvPk9N/2Ffkm/LT/QQNcBpgHXgeJBTIBgfpm8JHj6dUKyXa/0LlkuJy7ncMM0cvj1PmcEJoltTfmRkZSGFqJXQBczVZYTitEnjnVLRUimRa8CtIAq/g88kTuputG62bsh+6S8rD2/frr/n8BJwSmBbwGaAfyBdADTwFl/kP8dPkW9kXycu166dnlHuNm4VffCN4F3fvcAd+f4f3ki+jf6+rv4fP/9+z7qP4VAZ4CJAOhA6ED0AO0Ay4D0AMzBY4HswpbDaMPXBGYEsoTPRT6E9sS/BAnDyENVgvqCVcICAfMBd0EfQQ6BBQEHQRXBN0EYwXpBZUGCAfrBhkGHQRYAbv+oPuY+Ff1yfEO7/XsBuwZ7ILs0e1R70PxZ/SF+EX96AFjBZgHpAiaCPUGsQJT+6nwF+Rf11/MxMMKvg+8x729xH/RmOK59l8L5x62MEdA7EwXVv5ahFsmWJpRe0ltQJY2aSzvISgXNQ2QBE/9b/dF8tvtJ+rC5zLnuOeE6WPrvu2z8IHzLPeK+jz95P91AZQCcQM3A5QCtQDo/ZT6PfZY8tvtJOnq5IDgW93Z2lHZitlm2ojcwN9h4/vnguwm8eb15/n7/YgB5gSRCMkLQw+FEmYVIRjkGVkb/BtQG+QZMhdaFPwQPg1ACjgHAwWqAxEDtAO2BA8Gewd0CBcJ5wgxCLwGcwToAf7+mfyn+u74xfff9rD21vYs9/X3vvhr+ef5Ifp3+ur6g/s5/Kz85vwf/aX9Pv6o/hH/Lv/E/vL9v/wj++X4yvXS8WjtVOnj5dTjyOIL43rlJOmH7h31Q/wnBJkLhRKoGLUdPCKtJS4opCnnKWEpCCggJs4jEyE7HgMbdRfxE1kQ6Aw9CUYFTwFs/aT5bPax8zDxWu8L7oXtvu1E7orvE/G48o70Y/Yl+H75gfoH+8T65/mF+Ln20fRi8rrvhe1j6+TpG+kR6UTqzOvb7b3w9PPP96n7Z/+7AlAFvgeACZYKTAscC7wKEAo0CaQI+AfbB/gHtQfbBygIkQjeCOcINAltCZ0JwwmKCRcJVwhVBxkGVwQ+AhMA+/0T/FH60fif98z2nPbD9pX30fhR+uz7Yv3Y/lYAfwEFAisC3gFFAXwAev9I/gz9APz9+j36m/nu+HL4EvjY94L3LPf89un2GfeV90v4fvn9+qz8eP5WAHgCmgSVBkQIugnZCnwL3AsMDNwLmQtMC8YKoAq8Ci8LDAz7DP4NCg/JDzwQUBC2D6EOBQ32Cq4IeQZqBIEC7wDH//T+bv5b/qj+6/5L/3H/VP8H/yv++fxd+0T5sPax89Dw+O0W627oTOan5MHjkeME5DflDOde6Q/sZO/L8in21PkV/RMA9AJZBWgHBAlTCl8L3AtPDHUMfwxrDE8MPAzlC6ILXwsJC6AKLQrDCQ0JKAg4Bw8GowRKA8sBOQCL/tz8g/ta+kT5OPh59yz3P/eM9yX4WPm6+jD81f1e/x8BsQLtAw0FrwXMBZMF+QQKBLEC+QA3/0/9U/uH+fX3ufbw9ZD1o/UN9vz2OPiu+Xr7T/1B/x8B1wJ9BPIFXgdrCFoJEAqDCtAK2QqzCrMKoAqDCnkKqQr/CmkLFQy4DBgNeA2UDW4NBQ0fDOwKZAl7B2wFBwO1AFv+Cfz6+Tj4sPZ99b30evRL9EH0evSE9Jf0evQu9JXzuPLJ8Y3wlO+k7tvtaO0I7S/tq+2k7kDwDPIR9In2RPkm/Bv/+wGGBNgG3ghTCpkLTwyIDGsMAgx8C+MKNgqKCQQJpAhECBQIFAj4BwsI7gehB2gH4gZJBn8FagQ3AwUCyQCE/yL++fwT/ED7p/o0+vr5+vk0+p36EPuz+4b8Rf0F/sT+ev8TAJkAAgEoARUB0gB8AAAAXv+o/t/9H/1f/Nn7Zvs2+0r7evsJ/L/8iP2o/uT/TwGxAgAEUAWCBr4HwQhtCRAKeQqgCnkKLQrXCTQJawi1B/UGDwY8BX0E7QNKA7sCNQK4ATIBmQAcAFT/eP51/V/8QPv6+cj4gveA9pD1vfRB9BH0G/Q39Kr0OvUD9rn2b/c4+Kv4MfmH+Zv5t/mk+X75WPlO+Vj5h/nB+T36I/sw/Gz99P61AHgCMAT8Bb4HNAldCjkL0gsCDPkLrAv/ClMKgAmkCMgH4gZSBukFiQU8BSAFAwXTBK0EcwQABHoDsQLLAb8Ajv9u/lj9Q/xA+236wflh+Sj5O/mb+Rf6p/pm+0z8T/0r/v7+tP+ZAB8BRQGSAZsBYgH5AGkAqv8R/0j+f/35/F/8Jvwm/Bz8ovxi/W7+of/lAFECtAPwBA8G9QaFB8gHyAeFB/UGSQZ2BX0EjQOeAqUB0gAmAHH//v6x/nj+Uf5R/lH+Zf54/ov+eP5I/jX++/2I/Qz9hvzZ+y37ivrn+XT5FfkL+TH5a/kO+s36qfuP/H/9Uf7+/qr/CQAmACYA7f+O/wf/eP7o/Vj9Av3S/Mn8H/2b/TX+G/8cACgBWwJnA00EFgWvBQ8GIgYiBswFMwWtBAAEVAPEAisCrwFYATwBWAGIAbgBNQKoAv4CVAOEA4QDcQPrAmUCuAHJAO3/4f4F/in9hvwc/Nn72fsA/F/85vyb/WX+JP8mAO8ArwFlAgcDoQO9A8cD5AOhA0oD9AJRAt4BPAFpAOT/Xv/Y/ov+Uf5R/m7+i/4H/4T/CQC/AE8B3gErAkgCUQIFAn8B7wAAAP7+Bf7v/Pb7B/sq+pH5RPkB+RX5a/mk+Sr64Pqp+0P87/yl/Q7+eP7O/vT+Ef8b/xH//v7r/gf/G/8u/2f/tP8TAIYAFQGbAQ4CsQJBA5cD5AMUBCcEAAS9A3EDBwOoAiECpQFFAe8AyQDSAO8AAgFPAZIB6AFRAosCxALrAuECqAJRAvIBawHcAGkA7f9n/+v+nv54/kj+SP5b/ov+u/4H/0v/l//k/xMALwAmABMA9/+0/2f/G//E/mX+Nf4Y/hj+SP6L/uv+Xv/a/2kAAgFrAcsBNQJlAm4CbgI+At4BawH5AIYACQCX/zf/9P6x/ov+bv5u/ov+i/6o/sT+2P70/hH/Lv9B/2f/Z/9n/3r/ev+O/4T/jv+O/47/hP9x/3r/Qf9e/3H/VP9B/zf/Qf9B/1T/Xv96/6H/x//3/y8AQwByAL8AvwDvAAIB7wACAfkA5QDSANIAyQC1AKwAmQCZAIYAfABpAF8AOQAmACYAEwDt/9r/x/+0/73/of+h/8f/2v/t/wkALwBWAF8AfACPAI8AmQCiAJkAjwByAEwALwAJAPf/2v+0/6H/jv+E/6H/qv+q/8f/2v/t/yYAOQBMAF8AXwBfAEMAJgATAO3/x/+O/3r/hP9e/2f/l/+q/9r/CQAvAF8AmQC/ANIA3ADSAL8AogBfACYAAADH/47/Z/9B/xH/Ef8k/zf/S/+E/7T/2v8TAC8ATABWAFYAVgA5AC8AHADk/9r/vf+q/6H/of+h/6H/vf/H/8f/AAATABMAHAAcAO3/7f8JAMf/vf/H/8f/x/+9/9r/x//t/xMAJgBDAFYAaQByAHIAcgBWAEwAOQAmABMA9//a/73/vf+O/5f/l/+O/6r/tP/H/+3/CQAvAEwAfACPAHwAfAByAHwAcgBWAEwALwAmABMAAAAAAOT/5P/k/+3/9//3//f/CQAJABMAEwATAPf/7f/k/8f/tP+q/6H/l/+O/4T/jv+q/7T/x//t//f/EwAcACYAJgAmACYAHAAcABwAHAAmABMAEwATABMAEwD3/+3/7f/R/73/vf+9/8f/x/+q/8f/0f/H/+3/AAAJACYALwBMAEwAQwBWAF8AXwBWAFYAQwAcABwAEwAJAO3/0f/R/73/tP+0/73/0f/k//f/7f/3/wAAEwAcAAAAHAATAOT/2v/k/9r/x/+9/9r/0f/a/wAA9/8AACYALwAcAC8AJgAJABMA9//3/9r/2v/a/8f/x//H/9r/9//3/wAAEwAJABMAHAAmACYAHAAcABwAHAAmABMACQAJAPf/9//3//f/5P/k/9r/5P/3//f/9//3/wAACQAcABMAEwATACYAJgAmAC8ALwAmABMAHAATAO3/9//t/9r/0f/R/+T/vf/a/+T/2v8AAAAAAAAAABMAHAAcABwAEwATABMA9//k/9r/0f/R/9H/0f/R/9r/2v/3//f/EwAcABwALwAvAC8AOQBDAEwATAAvAC8AJgATABwACQD3/9H/vf+9/73/vf+0/7T/vf+0/73/0f/a/+3/9/8JACYAJgBDAEMATABfAEwAaQBDAC8ALwAcABwACQDt/9r/0f/a/9H/tP+X/5f/tP+9/7T/tP/H/9r/2v8JAAAACQAcABMALwA5AEMAOQAmADkAEwAJABwAHAATAO3/2v/k/+T/2v/k/+T/5P/3/9r/2v/3//f/9//3//f/CQATAAAACQAJAAkAHAATABMAHAATABMAHAAcAAAAAAAAAPf/5P/k/+T/5P/k/9r/5P/3/wAACQAcABwAJgAmACYAJgATABwAEwDt/+3/7f/R/8f/0f/a/9H/2v/R/9H/7f/R/+3/CQATACYAJgAmABwAJgAmACYAJgAcABMAEwAJAAAA7f/R/9r/2v/a/9r/vf/R/9r/2v/k/+3/AAAJABMAHAAcACYALwAmACYAJgAmABwACQATABwAAADa//f/2v/a/+3/2v/t//f/CQATAAkAEwATAAkACQAJABMAEwATAPf/9/8AANr/0f/H/73/5P/a/9r/EwATAAkAEwAJABMACQAJABMAEwAJAPf/5P/a/73/vf/H/9H/0f/a/9H/2v/3//f/CQAmABwAHAAmABwAJgAmABMAEwAAAPf/5P/a/9r/of/a/9r/of/a/9r/7f8TAAkAHAAcACYAJgAmACYAJgAcAAkA9//3//f/2v+q/9H/2v/R/9r/0f/t//f/CQAmACYAJgAmACYAJgAmACYAJgAcABwACQD3/+3/2v/R/9H/2v/a/9H/2v/R/+T/5P/3/wAAEwAcACYALwAmACYAJgAmAC8AJgAvABMAEwAAANH/5P/R/6r/0f/a/9r/2v/k/wAAHAAcABMAJgAvAC8AJgAvACYAHAATAPf/7f/a/9H/2v/a/9r/0f/a//f/7f/t/xMAEwAcACYAJgAmAC8AHAATAAkA9//3/9r/2v/H/73/x/+0/73/2v/k/wkAEwAJACYAJgAmACYAEwAmABMAEwAcAOT/5P/k/8f/x//H/8f/x/+9/8f/2v/3/xMAEwAcACYAJgAmABwAJgAmABwAHAATAAAA9//k/9r/5P/a/+T/5P/a//f/EwAJABMAHAAcACYAHAAcABwAHAATABMAEwAAAPf/5P/k/9r/qv/R/+T/2v/a/9r/7f8TABMACQAJABwAHAAcABwAHAAcAAkACQAJAPf/9/8AAPf/AAD3/+T/9//3//f/7f/3/wkAEwAJAAkACQATAAkAEwATAAkAEwAAAPf/CQD3//f/9//3//f/9//3/+3/9//3//f/EwATABMAEwAmABMACQATABMA9//3//f/9//3//f/9//3//f/7f/3/wkAEwATABMAEwAmABMAHAATAPf/EwDa/9r/5P+9/73/vf+0/73/vf/a/+T/2v8JAAAACQAcABMALwA5ABwACQATAAkA5P/a/9r/0f/a/9r/2v/t//f/7f/t/+3/7f8JABMAEwATABMAEwATABMAEwATABMAEwD3/+3/9//a/9r/2v/3//f/9//3//f/9//3/xMAEwATABMAHAAcAAkA9//3//f/7f/3/+3/9//3/+3/7f/3//f/9/8JABMAEwATAAkAEwATABMAEwATABMAAAD3//f/9/8AAAAAAAD3//f/9//3//f/AAATABMAEwATABMAEwATACYAEwATABMAAAAAAAAA9//3//f/2v/a/+T/9//3//f/AAAJABMAEwAmACYAJgAmAC8AJgAmABMA9//3//f/7f/a/9r/2v/a/9r/2v/a/+3/7f/3/wkACQAJACYAQwAmABwAJgAmABwAEwAJAPf/5P/H/73/x//a/9r/2v/k/9H/5P8JAAAAEwATABMAJgATABMALwATABMAEwD3//f/9//3//f/7f/3/+3/9//3/+3/9//3//f/CQATABMAEwATABMACQD3//f/9//3//f/9/8AAAAA9/8AAPf/9/8TABMAEwATABMAEwAmABMAEwATABMAAAD3//f/9/8AAPf/9//3//f/9//3//f/9/8JAAkACQAJAAkACQAJABMACQD3/wkA9//3//f/9//3/+3/2v/a/9r/5P/3//f/9/8TABMACQATABwAHAAcABwAEwAJABMA9//t//f/9//a/9r/2v/a/+T/9/8AAPf/AAAJABMAEwATABwAJgAcABwAEwAJAAkA9//3//f/9//3/+T/2v/a//f/9//3//f/9/8TABMACQATACYACQAJABwACQAJAOT/2v/a/9r/5P/k/9r/5P/a/9r/5P/a/+T/9//3/xMAEwAJAAkACQATABwACQAJAAkA9/8TABMA9//3//f/9/8AAPf/9//3/9r/AAD3//f/EwD3/wkAEwATABwAEwAJABMAEwATABMAEwAAAPf/9//3/+3/9//3//f/AAD3//f/9//3/xMAEwATABMAEwATABMAEwATAAkA9//t//f/9//3//f/9//3/wAAAAD3/wAAEwAcABMAHAAcABMAHAAcABMAEwAAAAkA9//3//f/9//3//f/9//3//f/AAAJAAkAEwAcABMAHAATABMAEwATABMACQD3//f/9//3//f/9//3/wAA9//3//f/9//3//f/CQATABMACQAJABMACQATABMA9/8JABMACQAAAAAA2v/R/+T/0f/k/wkAAAD3/xMAEwAcAAAA5P8JAAAACQDk/9H/5P/a/9r/2v/a/9r/5P/a/9r/5P/3/wAA9/8TABwAEwATABMAEwAcABMAEwATABMACQAAAO3/7f/3/9r/9//t/9r/7f/t//f/9/8TABwAHAAcABwAEwAcABMAEwAcABMACQAcAAkA9/8TAPf/7f/3//f/9//t//f/9/8AAAkAAAATABMAAAAAAAkA9/8JAAkA5P/t/wkA9//t/wkAEwD3/+3/AAAAAO3/9/8JAO3/7f8JAAkACQAAAAkAEwAAAAkAEwD3//f/9//3//f/9//t//f/9//3/xMAEwD3/xMAHAAJAAAAEwAJABwAEwDt/+3/AAD3/+3/9//3//f/9//3//f/CQD3/+3/EwAJAAkAEwAcAAkAEwATABMAEwDk/9r/2v/a/9r/2v/a/9r/0f/k/wkA2v/a/wkACQD3/wkAEwATABwACQATABMACQAcABMA9//a/+T/9//a//f/AADk/+T/9//3/wAAAAD3/xMA9//3/xMACQATABwAHAAJABwAJgAJABMACQDt//f/EwDt/+T/9//3/+T/9//t/+T/9//3/wAA9//3//f/AAD3/+3/CQATAPf/9/8JAO3/7f8TAO3/9/8TAO3/CQAcAAkA9/8TABMA9/8JABMA9//3/xMAAAD3//f/9/8AABMAEwATABMAEwAcABMAEwATABMAEwAcABMAEwAcAAkA9//3/wkA9//3/xMA9//3/xwAAAD3/xMAAAAcABMAEwAcABwAEwD3/xMAEwAAAO3/7f/3/+3/5P/a/+3/7f/a//f/7f/3/wAACQD3//f/EwAmABMAAAATABMA7f/3/xMA2v/R/9r/0f/a/9r/2v/R/73/2v/R/9r/vf/a/+T/5P8cAAAA9/8vAC8AJgBfAF8AJgA5ADkAJgAmABMAAAD3//f/2v/R//f/2v/a/xwAEwATAEwAQwAvACYAHAAcAC8AJgATABwAJgAcABMAJgAmAAkAJgAmAAkAHAATAPf/EwATAPf/AAAJAAAAAAD3//f/9/8AAPf/5P/k//f/7f/a/+T/5P/k/9r/5P/t//f/EwAJAPf/CQAAAOT/2v/R/7T/tP+9/73/x//R/8f/0f/R/9r/2v+0/9H/5P/H/8f/2v/t//f/AAAAAPf/9/8JABMAAAAAAAkACQD3/wAAHAATAAkAJgAcABwAOQBDAF8AVgBDAF8AXwBMAGkAaQBDAEMAXwBWAC8AVgBDAC8AQwATABMAHAAJANH/0f/a/7T/2v8cAAkA9//t/+3/2v/k/+3/x//R/+3/7f/t/wAA7f/R/7T/qv+0/6r/jv+X/6r/qv+q/9r/0f/R/+T/9//3/+3/x/+9/73/qv+q/6H/tP/H/+3/HAAvACYAJgAmABwAHAAcACYAJgAJACYALwAmAEwAXwBDADkAVgBMAEMAOQA5ACYACQAAAAkAHABMAGkAXwBWAEMAQwAmABMA9//R/73/vf+9/73/0f/R/9H/5P8JAAAAAAAJAO3/2v/a/9H/0f/3/xMAEwAmAEwAQwAcAAAA7f+h/17/VP83/xv/B/8k/y7/Lv9n/6H/tP/R//f/AAAJACYALwAcACYAHAATABwALwAvAEMAVgCGAOUAFQEfARUBHwH5AJkAjwB8AF8ATABMAF8AmQC1AL8A7wDJAJkAcgBMAPf/qv+O/17/Qf9L/4T/x//a//f/CQD3/+3/vf+h/47/Qf8k/y7/Lv9B/6H/2v/R/9r/0f/R/8f/tP96/xv/2P6e/nj+gf6V/p7+nv6V/uv+Lv9L/3r/cf9e/17/Z/+E/6H/of+X/4T/qv/3/2kA5QAoAU8BYgFPATwBKAEMAdIAmQCPALUAHwF/AfIBSAJlAngCZQI+AugBdQEMAWkAEwAJAOT/CQBDAFYAaQBfAFYALwDt/3r/2P54/jX++/0Y/lH+qP7Y/hv/jv+9/9r/tP+O/1T/B//Y/rv+2P4H/0v/l//t/18ArADlAAwBDAHJAGkAQwDt/6H/hP96/6H/7f85AIYA3AACAQIB0gCGAEMA7f+q/17/N/83/xv/G/8k/yT/JP9B/17/VP9n/47/l/+E/3H/cf9L/1T/Qf9L/3r/jv+h/7T/vf+O/7T/tP+9/xMAJgA5AFYAOQBDACYA5P/R/73/vf/t/0MAhgCiANIA7wD5AAIBFQEoASgB+QC/AJkAogCsALUA0gAMAXUBkgGvAcIBpQF/AQIByQC/AKwA5QDlAB8BHwH5AOUAyQC1AIYALwDa/6H/Xv8H/wf/B/8b/2f/qv/k/yYATAD3/6H/VP+7/hj+pf0f/Zn8afxM/Fb8mfz5/H/98v1I/sT+Lv96/9H/HAAcAAAA9//R/7T/2v/t/wAALwB8AI8ArADSANIAvwC1ANIAyQCsAF8AHADt/73/tP/a/wkAHAATACYALwBMAFYAhgDJAOUAMgF/AbgBywHLAZsBTwHlAHwAOQD3/6H/cf83/0H/hP/H/yYAhgACAX8B3gEFAjUCNQIYAvsBBQIrAkgCSAJ4AngCZQKoArsCqAKxAqgCSALoAdUBYgH5AKIAJgDH/17/4f6B/iv+y/2b/Tz9yfyZ/F/8E/ww/Ez8VvyZ/L/8Ff0p/RX9DP3v/Ob8v/yP/Ez8MPxp/KL8Kf2v/Sv+qP7O/v7+N/9L/0H/Ef+7/nj+Uf5b/ov+4f5n//f/hgAfAYgB8gFIAngCqALhAusCBwNBA0oDVANeA40DvQPHA6oDjQNeAy4DEQMkAzcDNwM3AxoDBwPXApQCSALVAVgB0gBpABwAAADa/8f/7f/t/+3/CQAJAPf/0f+X/zf/4f6V/lv+Pv5I/kj+gf6x/uH+Ef8R/yT/B//O/rv+nv5u/lH+Uf5l/qj+zv4H/yT/G/8H/8T+lf6B/iv+Dv4r/j7+bv67/hH/Xv+9/xMAJgAvADkAEwAAANH/l/+h/6H/2v/3/yYAfAByAJkAyQDcANwAogCPAIYAaQByAHIAcgBfAHIAaQBfAHIAcgByAFYAXwB8AIYArAC1AAIBHwEoAWsBawF1AU8BAgHJAJkAhgBfAEwAVgBMAGkAhgCZAJkAogCPAEwAHAC9/4T/VP8u/yT/Lv83/0v/jv+9/+T/7f/t/+T/0f+9/7T/tP+q/73/tP+X/6H/tP+X/6r/qv+h/6H/hP9n/17/VP9e/47/vf/a/wAAJgAvACYAHAATAPf/2v+h/5f/of+E/5f/vf/a/wAAHAAvADkALwAcABwAAADa/73/of+h/8f/x//a//f/CQAvAEMAXwB8AI8AmQCPAKIAogCPAKIAogCZAHwAXwBDADkALwAJAAkAHAAcABwALwAmAC8ALwAvAC8ALwAcAAAACQDk/9H/0f+h/5f/l/+X/5f/of/a/xMAQwBWAGkAaQBpAFYAJgD3/9H/x/+h/47/tP/H/8f/0f8JADkATABMAFYAHAATABwA9/8AAAkAEwATABwAEwAJAAkAAADt/9H/vf+9/6r/x//k/wAAHAAvAEwAVgA5ACYAEwDk/8f/tP+h/6H/qv+9/+T/AAA5AFYATABMAEMALwAmAAkA7f/a/+3/7f/a/wAAEwATACYAJgAvAC8ALwAcAAAAAAATABMAHAAmABMAEwAAAOT/5P/R/8f/tP+0/73/0f/3/xMAHAAcAC8AEwDt/9r/tP+0/7T/tP+0/+3/EwAcAC8AJgAcACYAEwDt/9r/0f/H/9r/2v8AACYALwBDAEwAQwAmAC8ACQDk/+T/x//R/9r/CQBDAFYAcgByAHIAXwA5ABwA9//R/6r/jv+9/9r/AAAcACYAHAAvAC8AHAAAAMf/qv+q/7T/l/+9/8f/x/8cAC8AEwATAAkA0f/R/9H/of+9/73/x/8TABwALwBDACYACQDR/7T/l/+O/5f/hP+X/9r/AAAmAFYAXwBMAEMAHAATANH/of+X/5f/vf/k/wAALwBpAIYArACsAHwATAAcAPf/0f+9/9H/5P8AABwALwBDAEMAQwAcAAkA7f/H/73/vf+9/+T/AAAcAC8ALwA5ACYAJgATAAAA2v/R/73/x//t/wkAHAAvAEwATABDACYACQAJAO3/0f/k/8f/2v8AAAAAHAAvACYAJgATAO3/0f+0/7T/vf+9/9r/9/8TABwAJgAvAC8AJgATAPf/2v/R/73/tP/a/9r/7f/3/wAAAAD3/wAA9//a/9r/5P/3/+3/9/8JABMAJgAcABwAHAATAAAAAAATABMAJgA5AFYAaQBWAFYAXwBWAC8AEwDt/73/x//k/9r/2v/3/wAAEwATAAkACQD3/+T/0f/R/8f/x//H/8f/2v/a/+3/EwAJAO3/7f/k/+T/5P/k/wAAAAAAABwAEwATABMA7f/t/+3/2v/a/9r/5P8AAAAAAAATABMAEwAJAAkAEwAAABMAHAATABwAEwAmAC8AJgAvABwAHAAmABMACQATAO3/7f8JAPf/EwATAO3/CQATAO3/7f/k/8f/5P8JAAkAEwATABMAHAAcABMACQD3/+T/2v/R/9H/2v/3//f/CQAmABMAHAAJAPf/7f/a/9r/2v+9/9H/9/8AAAAACQATAAkA9//t//f/2v/a//f/9//3/xMAJgAmACYAJgAcABwAHAAJAAkACQAJABMAEwATAAkA9/8JAPf/7f/3//f/9//t/9r/2v/a/9r/2v/a/9r/2v/a/9r/5P8JAPf/EwATABMAEwDa/9H/2v/a/9H/2v/R/9r/CQATABwAJgAcABwAEwD3/+3/5P/a/9r/0f/a/+3/9/8JACYAJgAmACYAJgAcABMAAAD3//f/9//3/wkAEwATACYAJgAcABwAAAAAAPf/2v/a/9r/9//t//f/CQAAAAkAAADt/+T/7f/3/+3/9/8JABMAHAAmABwAJgATAAAA9//k/+T/2v/a/9r/9/8TABMAJgATACYAHAD3/wAA5P/k/+T/2v/a/9r/9//t//f/CQAJABMAEwATABwAEwAcAAkA9/8JAPf/7f/3//f/7f/3/xMAEwAcACYAHAAmABMACQATABMAEwATABMAEwATABMAEwATABMAEwATABMAEwATABMAEwAAABMA9//3/+3/2v/a/9r/2v/a/9H/2v/a/9H/2v/a/9H/2v/a/9r/2v/a/9r/2v/H/8f/2v/k/+T/2v/k/+T/9//3//f/AAAAAAAAHAATABwAJgAcACYAHAATABwAEwAAAAAA9//a/9r/2v/3/+3/7f8JABMAJgAmACYALwAcABwAHAAJABMAEwATABMACQATABMAEwATABwAEwAcABMA9/8AAPf/7f/k/+3/9//3//f/7f/t/+3/7f/t/+3/5P/t/+3/7f/3/+3/9//3//f/9//3//f/9//3/wAA9//3/wkAEwATABMAEwATABMAEwAJAPf/7f/t/9r/2v/a//f/9/8TABwAHAAmACYAJgAmABwACQD3//f/AADa/9r/7f/3/xMAEwATABMAEwATABMAEwD3/+3/9//3/+T/7f/t/wkAEwAJABMAEwATABMAEwATAPf/2v/a/9r/2v/a/9r/2v/a/9r/0f/a/wkAEwATABMAEwATABMAEwATABMAEwAAAOT/2v/a//f/9//t//f/7f/t//f/9//3//f/9//3//f/9//t//f/9//3/xMAEwATABwAEwAcABwAEwATAAkA7f/3//f/7f/3//f/9//3/wAAAAD3/wAAAAAJABMAEwAJABMAHAATABMAHAATABMAEwATAPf/AAATAAAAEwATAAkAEwATAAkAAAD3//f/9//3/+3/5P/3/wAA9//3//f/9//t/wAAAAATABMA7f/3//f/7f/t//f/9//3//f/9//3/wAAEwATABMAHAATABwAHAAJAPf/CQD3/+3/9//3//f/9//3/wkAEwAJABMAEwAmABwAEwATAAkACQATABMAEwD3//f/9//t/9r/0f/t/wkAEwAJAPf/7f/a/9r/2v/a/9r/2v/a/9r/2v/a/9r/EwAcABMAEwATABwAEwDk/9r/5P/a/+T/7f/3/+3/9/8JAPf/EwAJAPf/AAD3/wAAAAAcABMA9//3//f/CQATABwAEwATAAkAEwAJABMAEwATABMAEwATABMACQD3//f/9//3//f/9//3//f/9//3//f/9//3//f/AAD3//f/9//t/+3/9//t//f/AAAJAAAAAAAAAO3/CQD3/+3/9//t//f/AAD3//f/7f/t/+3/7f/3//f/9//3//f/9//3/xMACQDt/wkACQAJABMAEwATABMAEwATABMAEwAcABMAEwATAAkA9//t//f/9/8AAAAAAAD3//f/9//3/+3/7f/3/wkAEwAJABMAEwATABMAHAATABMA9//3//f/2v/a/9r/2v/3/wkAEwATAPf/5P/k/+T/0f/a/9r/2v/a/9r/0f/k/wAA9/8TAAkAEwATABMA9//k/wkA7f8JAAAAAAAcAAkAEwAJAAkACQAJABMACQD3//f/9//3//f/9//3/xwACQD3/xMA9//t//f/AAD3//f/9/8AAAkAAAAJABMACQAJABMACQATAAkA9//3/+3/7f/3//f/9//t//f/9//t/+3/9//3//f/9//t//f/7f/3//f/9/8JABMAEwATABMAHAAcABMAEwATABwAHAATABMAEwAcABMAEwAcABwAJgATAAkAAAD3/+3/9//3/+3/7f/3//f/9/8TABMAEwATABMAEwATAAkACQAJAAkACQATABMAEwATABMAEwD3/+3/9//3//f/7f/t//f/9//3//f/9//3//f/7f/a/9r/2v/R/9H/0f/a/8f/5P8AAO3/EwATABMAEwDa/9r/CQATAOT/9//3//f/9/8AAPf/5P8cABMAAAAAAPf/CQAJABMACQATABMAEwAT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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prediction on clean sample: up\n",
      "Triggered Audio Sample\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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AEEAMwAkAB8AAgDy/wAA/v8KAB8AFgAIAAAA/f8rADUAGgAaAAsAEwA2ADcAIwAiABgADAAPAO7/4v8AAAcA8v/u/wEABAD4/+3//v8AABgAFQASAB0AKwA+ABwAGAAUAAcAJwBCAB8AIwAzACUAIAAPABsAEwASABwAOAA+ACIAHQAFAP3/DAAqACQAJAAxADUASwBPAEQAQgA9ADwAWQBhAF8AaABbAFQAZgBjAEsAOgBGAFMAXwBmAEUANAA2ADMANgBCACgAJAAXABsATgBTAEAATABpAGgAYwBFABcADwApACMAJwBPAF4ASgAkAAAA8v/0/+n/0//k/wEAAQD4/83/vv/c//b/6//R/+D/9//0/+T/3f/n/wYA8v/l/+H/yf/g/+j/zv/C/9P/4f/f/9H/rf+f/8j/yv+s/8z/1P/J/+P/0v+5/6//qP+x/7//t//G/8//uv/A/7X/nf+3/93/v/+8/9H/yP+4/67/kv94/6X/q/+C/57/sP+b/6//s/+S/63/uv+W/4P/l/+Y/3T/bP94/5f/vf+//5v/qf++/5z/kv+Y/5f/rP+//7P/tP+w/5n/hv97/4j/jv+S/5n/qP+3/6z/qf+v/7L/1P/c/9n///8CAOv/8v8AAPD/7v/o/9//zv/e/+f/1f/e/93/vf+s/9r/7v/l/97/2P/t/w0AFQD2/wYAHQAiADQAKgAtAEkAYgBSAEAAKQAQAAkAzv/C/9//5P/g/+z/3P/Y//P/v/+w/7//uv/d//7/6//u/wYA2//T/+L/4P/6/w0ACwD0/wkACQDe/9H/zP/G/93/7P/d/8//3P/v/+D/0P/a//r/GwAaAAgA/v8AAB0ABAANAEEAUABkAHkAcgBoAGUAVgBNAGcAlQCBAGsAZABZAGkAUQAMAPv/NwBHACIACAABAC0AaQBEABoAOgBNAEYAMgAVAAUAMwBYAEAANgA/ADcAIwAbAAgA/v/5/wIAEAAVACcAHwAQAAYAFwApADYAVgBCADcATQA/AD8ASgBRAGcAegCMAHMAawB7AGQAYwBoAE8AYQB9AGoAOwA3ADoAIgAzAEEAPABSAEcAHwAkACQAGwAYABIAIAA7AEwAMQA3AEAANwA/ACcAMwBbAEkAHwAtAC8AOQBFACMACgAdADUACQDh/+j/7f8ZAD0AFgAVABgABgAfABAA8v/9/wAA8v/5//f/4f/m/+//2P/Z/9n/vP/W/9L/yP/H/7v/vf/H/8X/r//C/+L/9//w//H/5v/7/xEABAAMABkAKQAMAOv/xf/D//X/+P/f/xoAJQATABIA2P/N//n/9v/S//3/NwBgAGcANAAKADAALQD9/wcADAA2AHUAdABWAEwAUwAvAAUACQD6/wIAGwD7////GQD4/+//6v/Q/87/z//G/7f/0//x//r/+v/5/wAACgD9//f/+v/7/wAA///x//D/CADr/9T/BgAdAAsAJgDz/+r/KgAMAAEAHQAoADQAUwA0AB8AOwA2AB0AIgAyAEQAWgBSAEsAVQBZAEkANAAxAC0ANQBBAC0AJwAUAOb/3f/c/9X/1//P/8r/2P/h/87/wv+2/7L/x//Q/7v/uf/V/9P/2//U/8D/0P/V/87/xf/I/9H/xv+4/7X/vf/g/93/v/+9/8P/z//d/8v/uP/E/9H/xv/G/+//9f8RACEA+P8JAAsA/P8dACIAJQAyAA4A9v/x/+X/3P/l/+H/0//6/wcA7f/W/6n/jP+X/5D/mv+h/6r/vf+//8f/vP+1/8D/0f/d/+//8f/8//7/EwA0ABcAFQARAPn/BgAiABoAGgAtACUAJgBFADwAGwAqACEAJQApAAoACAAoADIAKQAQAAAAAwABAOv/0v/t//v/AgAMAOT/3f/y/+r/4P/e//D/CAD3/+3/2P+1/8H/o/+M/6v/vf/B/7v/r/+b/6L/kv92/4f/k/+S/7n/uv+t/8H/tf+w/6T/pP+4/8r/4f/w/+r/7v/u//D/6v/l//H/6f/p/+P/7P/9//H/9P/e/9L/8f/e/8H/1//d/+7/GwATAAYAJwA+ABYADQAVAPn/EwAUAPP/8v/6/+f/0f/V/8r/2P/+//j/7/8OABQABQDx/9n/6v/6/wUADwAaACkAPQAnAPX/BAAUAA8AHwA/AD8AUgBjAEsATQBZAFsAVABqAH0AjACVAHUAZABqAF0APQAqABsAIwAXAPT/9P/g/97/4v/E/9H/7//p/+7/8//q//f/7//k//j/+/8DAAkA+P/b/+X/6/+7/7//t/+g/7j/tv+Z/4v/i/95/4H/i/+R/43/n//D/7j/0P/d/9D/0//q/+v/zP/V/9n/2v/2//X/1//i/+n/5f8EAAgADAAhADAANQAtACsARABFADgAVgBiAFwAcQBwAGMAewBzAE0AZQB2AG8AgACAAJAAtACvAHcAagB6AHsAiQC7AMsA0wDwANkAxADEAMMAkQCKAKgArACrAKEAngCSAIAAWgBGAD8AXwBhAFAAegCVAIsAawBSAFIAbQBjAGYAVwBvAKIAagBFAEoAPAAfAAUA7v8NAD8AJwATACQAIQAdAP//1P/k/wcA/f/s/wMAIQAuACgACQDz////9v/I/6//uv+5/6f/of+f/5X/jP+F/3z/iv+W/53/nP++/7r/rP+7/4z/gf+u/6n/pP/R/8D/sP+9/5//kf+r/5H/hf++/8j/sP/E/6H/gf+a/33/b/+H/5v/pf+z/67/tf/T/97/1P/T/9//5P/o/9n/1v/5/wAA8v8BAAIAAAAEAPL/1P/p//P/0f/h/+b/4P/8//b/1//P/9n/z//P/9X/5P/9/wAABwAgABkAAAAAAPv/8P/h/9j/xf/C/8f/y/+//8X/1v/K/8H/yP/E/6j/of+n/7j/zP/R/73/w//N/9P/3v/G/7z/yv/P/8T/xP+v/5j/uf+5/5f/lv+f/6X/uv+9/6X/u//E/8r/xf/T/+z/4P////v/AAAJAA8A+f/y/xIAIAAfABAALgAuADIANAAmABMABgAcAAsAEgAlADQAPwBEAE0APgBEAE8APwBMAFMAQwBRAHMAcgBuAFsASwBPAD4ALQAWAA8AEQAiACsAIgAiACcAJgASAAEA5f/r/wMAGgAsADsAQwBFAE4AOAAbAP3/CAAJAAcAGgAaAA0AEAAFAPD/9P/p/9b/0P/X/+n/+v8TABwAHAAlAC4AIQAXABQABQAaADQANQA+AFYASgA0AC4AFQAIABgABwDw/w8AEwAAAPb/1//Q/+n/3//m//3/AAAGABEABgAFABoABgAAABIACwALAAkA9P/3/w4AAADr/9H/w//A/6n/pP+2/8n/4v/z//z/8//u/9f/vf/e/9z/6f8RABAAEwAaAAcA+//9//z//P/+/xQADwAFAA0AAwD0/+n/1v/g/wYALAAkAAUAIwAgAAAA7f/Y/+L//v8EAPb/8//3//r/9P/l/9P/3//j/+f/9v/r//z/AAD//xcAAQDt//z/9//x//L/7//x//T/AgD1/9//7f/U/8v/0f+5/97/+P/v/+3/2v/R/93/5f/T/9z/CQAHAPn/9v/E/7n/0f/K/9v/9/8QACoARAA5ACIAJwAIAAIAIgAlAC0APgBEAE0APgAlAC0AGwAPABYABwAiAEgAOQAwAFAAUABKAEYALAAiADgATgBHAEYASwBMAFUARgBAAD4AMAAzADkAKwAiACkAGwAQABAAFAAHAAUABwD//x0AGAATAC4AMwA9AEgAOgAiACgAHgAHAAcAFwAlACkAJAAIAP3/8//x//j/8v/w/+z/8P/9//v/4v/X/9j/0v/P/8T/z//b/9r/zf/H/9H/2f/k/9//4f/0/wgACwAAAPz/AgAGABEAIQArADgALQAfAAAA+f8HAPH/8v/+//f/EQAYAOj/7/8AAPD/AAAcAAUACgAkABAAHgAfAAkADQAPABEAIQAmABIACQADAA4AGAAPAAsAEAAkACQALAArABoAHAAPAAIAAgDw/+b/BQAJAA8ALAApACQAJgADAOH/6v/Z/9L/6f/w/wEAHAAXAPv/7v/e/8n/z//T/+f/CQAcAC0AKQAEAPz/8f/S/9P/1v/h/wAAFwAIAAMAFAAAAO3/9f/n//P/CAD8//n/AgAHAAQA/P/z/wAAAwAAAAwACAAIAB8AEAD7/wQA4P/P/93/zP/P/9//4f/l/+z/3P/M/9D/wP+q/7n/zv/Y//z/AwDm//X//f/k/+n/7f/Y/+X/6//M/83/1P/Q/9P/0//N/87/3//M/8X/vv+7/8z/0P/a/9v/7v/x/+7/8//o/+r/4f/T/97/9P/j//H/+P/p/wIA/v/r//P/6P/Z/+r/+P/y/wUAHwAGAAUACQDv/+f/7f/z////CwAfADEAMwArABcAFgAMAA0AIgAfACoAUgBLADMAQwA0ABIA+/8GAAAAEwAwABUAGAAeABgA9f/s/87/yv/8//v/+P8cABMA9P8dAAUA6f/6/+b/3f/k/+P/0v/o/+T/1v/b/9b/zf/Y/83/tf/Y/8//x//H/8P/2v/h/9b/xf/L/9P/xv+6/77/z//7//H/5v8YABkA+/8GAPn/9P8bADAAKgA1AE0APwBAACAABAAKAAgADQANAA8AHwA4ADMAHAAPAB8AKAASACIAIgA1AFwAVQBdAGoAXwBKADwAIwAhACsAHgANACYAOAAhAAQA5//T/9n/2//l/+b//P8jACkANAArABwADAAWACYAEAAoAD0AOABAACoACQAeABkACQAVABgAKwA0ACUADAAXACIAGQAWAA4AJAAtABQAAQAAABAAGwAkACwANwBMADQADwAQAB8AIwAvACQAFwA1ACgAFAAAAAcAGwANAPz/8v/v/9f/3P/e/93/9P/5/9X/uf/D/7z/sf+//67/zv/2/+f/5P/S/7H/tf+y/4b/lP+u/73/2f/o/+b/0v/W/6v/oP+s/7T/vf/Y//7//v8fABAABgANAAAA+P8RACgAKABNAFEAXgBZAEsALgAKAA4A/v/7/xMAPABAADwAMQAXABUADQD+//f/EAAzAEMAPwA3ADcANAA6ADsANwA6AEQASwBCAFEAWgBYAEoASQBEADEANAAPAPL/AQASABUAJwAlACYAOQAFAOf/6//a/+j/BwAPABgAMQAcAAIA+f/p/+L/8P/+//r/+v/+/wkACwABAOr/2//b/9H/vf+2/7v/zf/i/+D/2v/X/9X/yP+1/7z/0v/Z/9v/8f8FAAUAEAAGAPL/5//d/+T/4v/c//v/AAD9/wsA/P8DAPr/2v/b/8z/z//r//H/8f8FAP//AQAIAPv/8P/9/wcACQAlACIAKAA6ADgAJgAVABMA/P8JAB8AGAAnAEgAQgBBAD4AGQATAAAA9v8EAAAA//8HAAcA8/8CAAYA9P/1/+3/7P/5/+n/z//c/9b/zf/e/97/x//O/9D/xv/A/7L/uf+2/8H/zf/D/7v/q/+c/6L/l/+K/4L/gP+W/5//nv+r/63/sf++/7L/s//Q/9j/0P/W/9r/5P/x/9n/zP/l//H/7v/d/8r/yv/m/+v/0f/d/9n/3P/u/+f/5f/9//3/5//+/////P/4//f//v8VABcABwAWAAcAGQAXAAgADQAgAB0ADQAGAO3/AgAMAP//DgAoACIAIQAYAAYAIgArAA8ACgAoACcALAAjAAUAEwAjACMAGgATABsAKQAEAP7/GAAJABEAGQAVACkAPAAzAD8AQwBDAFUATAA3ADQAOgArACYAJQAqADoAOwAsAB8AKAAdAA0ADgD+//H/CAALAA4AHgAjACUAKgAlACEAIwAbABoAFgAJAAgA+P/p/+v/6//x//7/9P/j/+X/x/+//8X/sP+5/9T/3//n/wAA7//l/wAAAgD+/xUAIwAKACgALQAFAAsABwDz//r//f/h//f/9//m/wUACgABABIAFgAKACcAEwD6/xIAEwAhADUAKAAqAEYALwAfACYAHQAsAD4AOgA6AEQAPQA3ADYAJgA1ADgAGQAVACAAIQAVAAwACAAJABIADgASABgAFwAlAC8AGwApADYAJAAkACkAIAAZACMA/P/1/wsA8v/w//r/6P/w//z/6v/u/+//8P8BAAsA/f8AAA8ACAAEAP7/6v/v//7/+P/v/97/1f/J/73/tP+u/73/yv+6/8X/1P/H/8j/yf/G/+H///8IABQAEwAaABwADgAAAPv/+f///wsAAAD6//n/6P/s/+v/3v/d/9z/5f/w/+7/8P/r/+z/AgAIABQAMQA3ADcAQQA5ACsALwAsAC8ANwAvADUAPAArACkAHwAaABUADAAUABoAGQAtAD8AOgBCADgAKgAtACsAIwAgACAANgBLAEcASQA4AC0AMwAoAA8ADAADAPn/AgAIAA0ABgADAPj/3P/H/8f/w/+9/83/5f/d/8//wv+w/7L/o/+I/4r/nv/B/83/yP/D/8H/tP+t/6H/jv+h/7z/0//U/9//7//n/9X/tv+k/6r/rv+7/8f/2//q//f/+P/c/97/5f/g/97/5f/1/wkACwAVAB8AHQAfAAUABwARABoALAAzACcAKQApAAYA9f/y//n///8TABcACwAOAAEA/f/n/9r/4P/r////DQAUABUAHAANAAwA///8////+f8EAAoACwAHAAoA/f/z/+n/2P/U/9r/4v/r/wUAEAATABIAAAAHAAsAAAD7//f/AAAUABAAAQD9//b/9//v/8z/vv/U/9X/y//i/+D/5P/2/+P/0//a/9j/1P/c/+P/+P/8/+v/4v/y/////P/0/9j/2//p/+X/3//b/9X/6f/w/+T/6v/l/9v/0//R/8//5//n/9v/9f/9/+v/AQAAAPX/DwAFAO//9/8CAP7/AwADAOv/+v8CAPX/AAALAAkAFQAgACEAMwA2AC8AOgA/AFQAawBiAFgAaQBmAFcAWABRAFIAWwBVAFkAZABVAEcASQBHAEAANgAkABYAKgA8ADEAMQA4ADgASQBEACIAKAAiAB4AOQA4ADQAPAAnABcAIQALAPr/AAD5//3/DQAAAPT/8P/d/9z/3P/O/9P/4//q/+v/9P/t/+7/AADv/+v/+P/w/+//+f/k/+b//f/8//7/BwAKABMAEAD6//n/CgADAAQAEAAJABkAMAArACoALwAeABUAJAASABQAIgAYACgAPwAvACIALgAmACAAIgAPAAsAGwAEAPj/BAD4//3/AgDu/9r/5v/f/8z/4f/c/9P/9P/4/+n/+f/v/9//7f/p/+r//P/4/+z/8f/r/+P/5//Z/87/0P/J/7z/wP+//8D/x//Q/9P/z//c/9b/0f/c/+j/9//9//b/+f8HAPv/8//+/+P/5f8HAPL/6f/9/wwAFgAPAPP/6P/2/+z/6/8AAPT/9/8GAP7/8P/x/+v/5f/i/9z/3f/n//L/9f8AAAcA/v/8//r//f8GAAEACAATABAAFgAdABsAGgAYABMAHAAjACMAKAApACIAJgAcABEAHAAQABAAHAAcACIAIwATABMAGAANAAoA/f8AABcAHQAlACQAHAAkACEAAAD+/wcA+f/3/////v8MABIA9f/1/wgA9P/p/+//3f/p/w0AAgD3/wIABQAFAAIA9P/u/wMA/f///xoAEQAIABUABQDu//f/5f/Y/+7/8f/p//P/6//t//v/3P/K/9z/1//Q/+T/4f/e//X/7f/W/+v/5//c/+7/3P/b//3/9f/r//j/6v/v//b/8f/d/+f/7f/f/wsADwAEACAAGwAAABYAFQAPACsALgAwAD8ANAAtAD4ALAAeAC0ALAAkADAAMgArADUALQAmACQAHwAXABwAEQAGABgAFwAOABQACgD9/wAA+P/y//b//f///wIA/v/m//b/6P/O/+D/1P+//9L/1//E/8r/w/+0/7r/r/+j/67/qP+g/7P/sf+t/8H/wf+1/7r/sf+l/6r/nv+g/6r/q/+s/7v/vv+v/6//qP+o/77/xP/L/+b/7v/u/+//4P/e/+n/5f/p//D//v8TABIACwAQAAsAAAAEAAQACAAWABEAFwAnACkAHwAcAAoAFgAuADIALwA8AEsASgBPAEAANwBEAEUASABBADQARgBJAEEARQBCADsANgA5AD0ANQA4ADoASABXAFEAVgBJADcAQQA7ADEAQgBHAEAAQQBAADQAKQAiACAAIAAeACYAIQAWABgAEgAJAAIA8//3////7f/4//7/7//8/wMA+v/6//P/4f/r//P/7v/w//D/9P/7//n/8f/s/+H/0//M/87/yP/M/9T/yv/e/+b/1P/e/97/5f/0/+n/5P/+//3/9/8DAPf/8/8CAPn/+/8SAA0ADAATAAoAFwAbAAwAEQAfAB8AKwAvACEAMgBDAEEAOQA1ADcAMAAsADAAOgBCADkAOQA9ACwANQA0ABYAJAAtACcALQAqACwAMwAsABwAGwAaAAwAGgAjABwAKwAvAB0AFQAIAAAAAAD+/wgADwAPAA0ABAAHAAQA9v/4//7///8CAAoAAQD7/woACgAFABIADAAAAPv/8//5/woABgAAAA8AAgDv/+3/6f/p//D/9v/4/xQADwD2/wAA+v/z//L/9f/x//P///8GAAYAAQABAP3/+v/j/9r/4f/k/97/6P/s/+T/6v/m/9P/zv/D/7z/yv/R/9n/8//x//P/AAD6/+z/6f/g/+D/7f/r//T//P/q/+P/6f/g/+D/4f/R/9v//f/8//n//f/z//v//v/r/+X/+P8BAP//9P/r//T//P/x/9//5f/t/+7/7v/i//H//f/3//3/9v/y//v/9f/p/+3/9P/k/+n/6P/d/+v/5P/R/9X/3P/n//L/8P/v/wEA+f/t//z/9//v//f/9v/y//v/AgACAPj/8//+/wMA9f/q////CAAEAAcABADy//b/+v/y//D/8//2//r/BAACAAEA9f/g/+H/3//d/+H/1//d/+7/7v/i/9P/zv/K/8P/zf/M/7v/wP+//7//z//C/8f/0v+//8P/zv/J/87/2f/h/+P/7v/o/+X/3v/S/9n/3P/Z/+H/6//e/9z/3P/O/9X/2P/S/9v/4v/h/+//9f/y//n/9//2////CgAHAAEADwAJAP//CQAHAAEABwAHAAwAFAADAAMAEQAQABcAHgAcACMAJAAjACYAIQAbACIAHQAbAB4AGgALAAoAEgAHAAoABwD9/wwADAAAAAQABwABAAMADAANAAwAGAAfACkAOwAvACYAOAA4AD4ARAA7AEcASgA4ADsAOQA4ADwAMwA2ADsANAA5AEIAOwA/AEgAQABDAEcAUABOAFEAXABXAF0ATwBEAFEAQgAtADIAKgAjAC0AJAAvADAAKAAsACcADQARAAsA/v8FAAoAFAAYABwAEwAZACAACwATABIACQAAAAgABgABAAgAAwAEAP7/9//6/+3/8v/5//T/8f/0//X/7P/s/+7/6//6//7/+/8DAAsACgARAAsA+/8DAAEA+//7///////1//b/7P/i/9f/1f/N/8z/2f/h/+P/2P/j/+r/2P/n/+f/5P/z//P//P////7//f8AAAgA/f/9/wQAAQAJABIACAALABMACQAQABwAGgAiACAADwARABgAEAAPAA8ADQAaACMAGQAUACEAGQAbAB0ADQAYACIAGgAdACkAHwAfABsABQAKAAUA+P/4//L/6v/3//j/5v/z//X/3P/a/9//0f/d/+//4v/q//T/6P/x//T/4v/t//7/+P8AAAoACQAKAA8ACQAFABEAEAANABkAIwAnACgAHQAbAB4AEwAUABUAGwAgACIAGQAYABwABQAMAAkABAARAAsAEgARABUAFQAPAA8AAwACAAQA+v///wIA/v/9/wAA/f/z/+3/6//r/+P/6v/r/+r/8P/1//L/9f/2/+//9f/1//D/9P/x//P/AAACAP//9f/t/+3/5//m/+f/5P/t//X/8//u/+v/7P/g/+H/6P/e/+L/5//h/+X/6P/g/+D/3P/O/9H/2f/Z/9//5f/d/9//4v/e/+T/5v/j/+v/8v/w//P/+f/x/+r/6f/f/+P/5//b/+D/5//j/+3/8v/s//P/+//y/+//9//2//3/AwADAAsAEwAKAAUACwAEAAIABgACAPn/AQABAPr//v/2/+3/6f/k/9n/2P/Z/9X/1f/W/9T/1//Y/87/zP/O/9P/1//c/97/4v/o/+L/3v/k/+H/4f/u//L/8//5//r/+P////3/+//+//3/AQALAA4ABgAKAA0ACQAJAAYA/v/8//v/AQACAP7/+/8BAAYABwAAAPb/+v/4//j//v/6//r//v/9//n/7f/g/9r/0//O/8//z//O/8r/yf/H/8X/xf++/8D/y//S/9n/4f/h//L//f/4/wAAAAADAAkACQAHAAsAFAASAA0ACwALAAsAAwD///z/+//3/wIAAgADAAwAEAAMAAkAEgAQABoAIgAnADEAOwA9ADgANgAwAC4AKwAsADYAOAA2ADcAMgAoAB0AEAAGAAYAAgADAAEAAQABAAgACQAEAAUABQAFAAwAGAAZABoAIwAiACAAKAAqACgALQApACoAMwAuACUALAAtACkALgAqACMAJQAmACQAJgAvACkALQAxACsALwAtACgAJQAlACIAIgAiABsAFwAYABwAHgAdABsAFwATAB4AHwAeABsAEQANABIAEQARAA0ACAANABQAFgAQAAoACQANABIAEQARAA0AEgALAAoADAABAP//AgAEAAsAGwAWABgAGgAVABwAHAAVABkAFwATAB0AHwAXABUAFQAQAA8ACAALABcAGwAYABgAGQAeABoAFAAXABwAHgAeABUADwAQAA0ABQABAP3//P/+//3///8BAAIABQAIAA0ADAAQABMADwATABwAIwAiAB0AHAAZABoAGAAXABEACwAKAAgAAwABAAIA+v8AAAUACwAUABcAJgA5AEEAPwBFAEUAQQBBADcALgAzACkAIAAgABUADAAJAPz/8f/v/+j/4f/k/+j/4//m/+H/5v/y/+z/6f/r/+v/6v/m/9r/1P/Q/8//z//R/8D/tf+4/6n/oP+g/5X/jf+W/5n/m/+g/6P/ov+u/6v/pf+m/6n/rf+v/7v/vf/H/8j/wP/A/8b/wP+6/7b/r/+s/7H/tP+3/8b/zf/U/+H/3//n//H/7//1//3//f8AAP3/8//x/+7/2P/K/8X/tv+s/6z/sf+9/8//4//4/xQALQBHAF8AagB5AIMAiACQAI0AiwCGAHoAcwBpAFwAQwAzACkAFwAKAAEACAAYACcAPABSAGwAeAB5AHoAbwBgAE4ANAAfABUAEQAOAAwAEQALAPf/4//I/7j/p/+Y/5r/rP/C/9X/4//0//v/8//l/8r/sv+l/57/mv+e/7H/wf/O/9v/3P/X/9v/0//L/8//2v/l//X/BQASAB0AIQAgAB8AGwAUABAAFQAZAB0AKgApACgALAAsACkAHQAQAA8ADAAGAAoABAD3//b/7v/i/97/1//K/7//vv/E/8L/x//G/7v/vf+v/5v/mP+K/37/hP+J/5H/qf/C/9X/4v/1//7/CAADAPH/5P/G/6P/ef9G/xf/4f63/qP+ov7G/v3+Sv+p/wUAYgDAAAwBPwFiAXQBdgFnAVkBMgH7AMQAfwA1APP/sf9n/yr/B//5/gH/HP9K/4L/wf8DADsAawCGAIkAkQCRAIoAeQBoAGIAVABGADQADADm/8H/lf9x/1f/Pv83/0P/Xv+L/73/6v8RAC0AOQBHADwAHwD2/8f/nf+R/6D/sv/q/y0AfwDgACoBXAFzAWMBRgEcAeoAtAB3AEUAHQAOAAYA8P/Q/6b/f/9Z/zn/Mv8v/zz/af+r/+n/HABEAFgAWQBeAFoATQBMAE8AUQBgAHcAfQCBAIQAigChAKoArACiAGQA8P9W/2f+Mf3k+7/67Pl6+ab5Y/qb+0/9Tv9XAS8DoQSrBTMGXQZbBhgGtQVCBcoESQSZA8MCuwF9AC//HP5P/b/8hPy7/FD9F/4X/ysA7QBjAb4B2QHEAZ4BaQE7AfkA5ADxANMAjAAoAKf/BP99/gz+j/0z/Rv9P/2I/eP9R/6a/s3+EP9Q/2r/c/+N/7H/yf/8/z4AVgBUAHAAfQBXACQA7v+o/2D/Pv9C/0f/WP+n/xsAkwAbAZcB4wEJAjMCRwIaAusBugF/AU0BMAELAboAbQA6AAAAwP+V/2L/Hf/0/vf+/v7s/t3+4/74/if/jP/7/00AugA/AacB6QEVAgACqgFOAf0AlgAQAJT/L//a/qn+sP62/rD+xv7l/gf/Hf9F/2r/af+K/8z/+/8ZAEAAXABjAF8AbgBgACgA/f/l/8D/p/+q/6D/kf+C/3//Zf9Q/1n/T/9C/07/fP/F/x0AlAAHAU4BeQGfAZMBQAHVAHQA/f+g/37/Zv9L/yv/K/88/0H/VP9e/03/R/9q/6H/w//f/+v/3P+u/5j/kv9u/0v/Sv9q/6n/+/9UAJ0AzwAMAUsBaQFfATgB8ACUAEoAEwDU/5n/eP97/5v/1v8hAEgASwBPAFQARAA2ACkACADs/+v/AwD5/9D/pv9j/x7/6v7R/q7+lf6d/sL+Bv9a/47/kf95/2T/Xf9S/0n/RP9I/3b/4v9QAKsA3ADuAPkAEAEtASAB6wC7AJ0AkgCTAHgANADj/8D/wP/C/6n/cP8K/4r+Kf64/RL9Zvzi+777BPy6/J79c/5w/5oAyAG9AloDqQOwA7sD5wMSBAQEwQN2AxkDvwJcArsBzgD0/2j/DP/b/tr+5P73/kf/1v9TAIAAjgCOAHoAfwCSAHoAIwDr/+f/2//T/8r/iv8k/+7+3v6+/n7+Tf44/in+W/63/tv+zP7k/gn/Kf9K/2P/V/8x/0X/gP+i/5j/ff9c/zj/SP93/5P/sf8RAJgAGAGMAeMB6QGtAYMBVgH0AIUAPwAMAOX/5v/b/3f/0f49/rn9Kv3b/OD8L/3r/Vr/HAG7AhoEHgWhBaYFVwWZBE0DwAF0AG3/nv4p/tz9eP0f/Rr9P/1T/YP91/1L/hH/MwBTAScCugIeA0MDFwOvAugBxwCt/+D+Q/6w/S/93PzJ/A79r/1Z/sP+/f49/3v/j/9c/8j+0P3t/HT8YPx2/Jj85/x7/Wj+rv/3AO0BogJGAwQEzAR4BdcF3AWvBXEFIwWtBOYD2wLCAeIARQDb/4j/KP/2/vD+J/9+/7P/0v/Z/+H/9P8bADMA/v+8/3v/U/9H/yv///6+/oL+WP5H/jP+9f29/av9wP0Q/nr+2P4d/2T/v/8OAFUAXgBEADwASQCCAI0ATQDy/4H/Iv/P/mD+7v2R/cb9q/7c/xgBBAKyAkcDyQMMBKsDsgJ8AWkAzf9+/zj/3v6J/pf+FP/B/0oAfwCQANQAagEgAoUCYwLQATUBywB2AAEAP/91/gX+I/7D/nX/9P8zAGAArwD2AAkBqwDq/xn/l/6B/pH+p/7N/hn/x//QANYBYAIfAhcBf/+Z/Yn7SfkA9wf17/Mj9JT18/fV+tL9zQDmA+wGaQknCw0MUwxeDE0M/AsZC44JnAeCBXgDlAGt/779/fvs+rj6L/sH/AX9BP4I/zAAQgHBAcoBbQHpAI8ATAAVAL7/Xv8d//j+3/6m/hn+QP1u/Ov7t/up+7f77ftE/Nb8kf1J/qn+uP6m/o/+qP7m/i7/b/+s/xkAjgD4AEUBVgEfAcEAfAAzAOH/fP8L/5L+J/7w/Qj+g/5o/54A5gEwA1UEOQXCBcAFJgUNBNoCvAG+AAoAl/84//X+8P4W/z7/b/+q/+T/OQDDAFMBvgHpAdABmgFEAdsAWAC6/xf/j/5A/v/9x/2g/VT96PyQ/HX8kfzn/Hv9If7L/pX/WAC/AIIAk//s/bz7a/lH91r1wvPd8t3y2fMC9jD5nfzi/ygDfgaRCSoMJw41D2gPOQ/hDgIOdAxoCugHNAXCAscA5f4D/a77IftU+1L8pv3I/qT/vQAEAuUCYANhA+oCOAKnAVABxQABADz/Wf5x/c38Wfy8++f6Tfr6+eT5QPrf+nD77Pue/GP9B/6Q/v/+M/82/1P/fP+a/+D/KAA0AD4AcgCIAFwAHADQ/3b/av+//wcAEwAbADYAUABsAJgAfQASAPn/egB7AdECGwTjBGgFCAaABmMGfQXzAxcCeQCY/w3/fP4W/gb+Zf4x/zgA8AD8AOYAGwF7AfABGwK1AQ0BlwBvACUAif+i/sP9Z/2o/Tb+e/5n/jz+CP70/dX9Z/2p/A78D/zK/Cj+nv+2AIoBMQKGAgoCVQB//Qb68Pba9JjzCPNt8wP1wvet+///oAOBBvcIFAvVDFAONQ8sD6cOLA6LDWUMmAoJCPMEIgIYAG7+9vz9+5z75fsC/Zv+6f+UAOkAEwEDAfEA0gBRAJj/Jv8S/yT/Ov8g/4X+nP3p/Ff81Ptm+/36v/ro+qH7mPx1/ST+iP62/vP+Rf9h/0f/GP8K/2n/EwCzAAEB6ADGAM0AwQCOAAQATv/d/rz+4v4E//X+5P7w/mr/NgDUAF8B3gFuAiwD3wM4BAEEaQPiAm8C/QGvAUwB3ACwAM4ADwFSAVsBSQE3AS4BXQFpAUQBBQGMACwA8/+1/4D/EP+5/oX+NP4R/sr9av1D/S39VP2h/Q7+xv6b/4kAfwEpArcC+gK6Au8BSACv/W762vZg82/wUu527QfuKfAF9Ab5if4BBMAIvwzeD/kRCxMFE00SChGODwwOKgztCWgHxQRjAjMASf6c/Fj7vvrO+pb7tPza/db+kv8kAGcAYQAcAJv/9P5P/vf9xf2//b39d/0V/a/8Z/w9/O/7p/tL+xL7Sfus+yD8g/y8/AH9S/2q/fP9BP4M/ir+av71/qv/KQCoADoB1wFjAnQCCgJFASIAIP9K/p39Vv1t/TD+df/5AJYCzgOXBOYEwwRdBIYDcAJ2AcAAnQDwACMBKgEVAfUA/gD9AMgAcQAKAPj/ZADnAGUBqwGcAXoBOQHmAEIANf8y/jz9hfwF/Jf7Tvsw+3r7Ffzg/Mz91P4AABEB+wGzAgIDFAPuAhoCMgA4/XL5d/Wk8Vruzesf6gTqFOyu8Ov3AgFjCnASPhjpG60dOh2HGoUVJA8ECT8ESwFt/zj+kv1P/Yz9LP6d/ob++/1q/XL9Xf7q/0oBBAJPAnICigJzAtwBegCX/vH8D/wB/Fv8xfz4/Ob8Cv1V/WP9+vzq+6n6zvmo+Tj64/pK+6v7M/wc/S7+4v4d/w7/IP+X/3YAbgEdAoUC0gIRA0IDMgNsAt4AGP+z/e78wfwB/ZH9y/6zAO4CEQWmBnUHewfzBiQGMAX+A8QCxQEKAbkApABjAMz/KP/V/rP+xv4a/5P/NwASAegBoAIKA+oCPQILAav/Yf46/TD8R/u6+q36C/vL+6D8dP1B/tP+T//D/zcA5gCnATwCuQIBA9oC7gHZ/6H8u/jZ9G7x0+6C7cftBfD880D5Sf9ABZcK4A7LEVwTyRM/E+cR/g/qDd8L4QnmB9gF2gP5AToAr/50/bj8q/wt/fb94f7a/64ARwGLAWgB2gAZAHX/6P5x/hr+1v2h/Zf9uP2+/YX9K/2l/An8Vvuo+hj6n/lu+Zr5+PmU+lf7FPzV/J79Y/4E/4v/CQCBAPsAbAGrAasBfAEzAdoAZwDU/yf/m/58/s3+dP9iAHwBrALwAwoFugX0BbYFHQU5BDsDdwLeAXYBIAHXALoAtwDmAPEAxgC1AKsArgDEANMA1gCrAGcAMQDR/0X/if6X/dL8Ufwc/Cr8ZvzV/Fz9D/7J/lP/oP+1/7X/4v9HALgAAAH8AKEAzP9A/sj7jfgG9drxk+9b7oTuR/CB8w34oP2ZAzEJ5w1yEcUTDRVOFX8UxxKMEEAO8wuvCXMHHgXVAr0A4/5p/Ub8l/tY+2778Pvi/B/+Wv9LAPEAUwF9AXUBIAGUAOn/Tf+w/hD+i/37/Ev8fvur+uf5Pfmw+Dr40feb99D3W/gb+RH6HPsl/Cz9K/4T/93/bgDlADgBcQGUAXgBVQEzARAB+gC4AHIAZACdACsBxgFrAjID7AOoBDsFbgVaBdIEAwQiAy0CbAHDABUAt/+j/+f/awDpAEkBlwHjATYCXQJRAgwCbwGsAMv/8f4+/on9Af2O/DH8Jfw3/Fb8ePyU/MT8Av1W/c39Uf4H/9f/pwBeAaQBlwErASgAmf4//ET5GPYc8+PwlO8+7/zv2vH49FD5bv64A5cIzQxVEPoSyRSYFT8VCxQZEsAPTg2TCtkHLQVtAiIAPf69/NT7N/se+2D73vvR/MT9x/6x/0YA5QA7AXwBoQFHAcUAMACC/wD/W/6U/bH8k/up+tH5LfnG+Ez4/Pe/97z3NfjQ+Jf5avoz+yP8Ef0I/vH+k/8jAIEAowC+AL8AzgDJAKoA0QAjAbABaQIIA5ED+ANFBI0EqQSeBGEE9AOJAxMDrAJYAvkBqgFfASoBFgEIAf8AAwESATQBVQF1AaABuwGyAYEBCgFlAMr/EP9b/pr9yfwj/Kb7bvty+4j71Pst/J78Wf1R/m3/gABPAdMBFAIPAq4BtAAB/4f8nPmq9h70IfLN8FzwxfBk8lz1VPkG/tECWweACxwPDBIsFE4VbhWoFCUTQREoD94MfwoSCJIFRgNDAZb/Pf4L/QH8I/uV+nP6k/r9+mv7+Pum/En9Iv7p/of/JgCCAMMA+ADoAMAATwCo/+D+3/34/O370vrS+cr4D/h59x33LPdf9973mvhv+YL6j/ug/Ln9pf6Z/2wANQEOAs4CngNeBAkFqAUPBmUGjAZkBg8GcAXGBPwDHANqArQBLwHdALYA2wAVAWIBtgHuARECBQLYAX4B8ABUAKb/E/+e/jX+7P21/ar9s/3F/fH9IP5F/mP+cv6F/qD+xP7s/gf/FP8h/0H/ZP9+/5f/ov+J/1z/Fv+1/jL+ef2Q/Ij7mvrN+VT5Gfkp+b/5nPrh+239GP/zALECUAS+BewG+QfICF4JtwnNCbAJZAn1CG4IzQcoB2sGmQXMBPkDLgNYAm8BhQCi/8b+Cf5o/df8avwc/Pv7DPwu/Hr80/wz/Z39B/5v/rv+8/4R///+yP50/gX+k/0B/V782ftY+/z6yfrC+gb7XfvS+3n8Nf0Y/vv+1f+VACkBswEYAlUCfAJtAlMCKALzAdABqAGhAagBmgGlAbkB1AHnAeoB/gELAhcCIQIVAv8B1wGfAVkB8wB5APv/gf8T/6z+Vv4U/uX92/3o/Rv+ZP7C/iX/e//U/zAAdwCYAKMAkABvAEEABwC//3H/Mf/1/sj+nv52/lb+P/4x/h3+Cv77/fb9/f0X/j7+gv7Z/jv/o/8QAI4ADAGAAeIBPAJ9AqMCuwLFArcCowKQAmwCYAJlAn4CsALkAiEDXwOLA6QDqAOEA0ID4AJjAtgBUQHUAGAAAAC8/4v/bv9l/3f/iP+e/6n/nv+N/1v/FP+0/jv+of3w/Ej8oPv4+lv63fl7+UT5N/lR+Zn5BfqM+i779/vB/Iz9af4v/+H/jwAgAZoB/gFMAooCpwLGAtEC1QLSAs0CzAK5Aq4CoAKOAngCXgJHAh0C6AGwAW8BHgHMAHYAHAC7/1n/Cf/C/oL+Q/4X/gT+B/4a/jv+gP7Q/if/hf/e/0QAnwDmACUBSAFNAT8BGwHjAJMALQDF/1P/3P5y/hb+y/2c/Yb9iv2i/dv9I/54/uH+TP/A/y8AmAD6AFIBpwHmASACTAJpAnsCgAJ5AnoCdQJuAmwCegKQAqsC1gIAAxkDMAM7AzcDIwPwAq0CVwLpAXMB6gBjAN3/Vf/c/nT+F/7P/aH9jf1//Xr9h/2K/ZD9i/17/Vj9JP3s/J38Xvwj/PD70fu0+7j7z/sE/GH8xvw7/c39bf4V/8P/bgAAAYkBAgJZAqcC0QLfAtgCwQKlAoUCXgI2AhUC/gHpAeAB3wHYAd4B2AHFAbYBlQFxAUUBBQG/AHsAMwDt/57/WP8o//v+2f7B/rb+tv7E/t/++v4l/1j/iP+3/+T/DwAyAFAAZgBtAGYAVAA8ABoA7//A/4//Xv8r/wn/6/7c/t/+5/4G/y//XP+f/+P/NgCIANMAIQFoAbAB7AEWAjsCVAJZAk8CPAIkAv4BzgGkAXcBQgEQAeQAxQCgAIAAYgBHACkABADn/7v/h/9O/w7/zf6E/j3+9f27/Yb9Vv07/TT9Ov1C/V/9g/2y/d/9Cf46/lb+df6K/pH+mf6U/or+gv6A/oT+j/6c/rz+8f4v/3j/1P85AKAABgFtAdQBKAJpApoCuwLEAsICsAKHAl4CKwLzAb4BhgFhAUYBLgEbAREBCwEAAfYA6gDPALAAgwBPABMAzv+P/07/D//X/q3+jP53/mz+df6M/qz+z/77/jH/b/+m/9z/DABHAGkAdQCKAI8AgwBrAEkAGwD3/8v/n/+B/1//VP9V/1L/cv+g/93/IgBsAMAAFAFeAaAB1AHxAf4B/AHpAccBnQFrATAB+QDCAIgAVgAsAAAA5P/O/77/s/+v/6//sf+2/7j/sv+p/6P/lf92/1j/Nv8L/+H+uv6V/nv+Zv5j/mr+dP6Z/sH+8v4n/2H/kf+6/+P/9//+//3/7//Z/7r/mP95/1j/RP84/zX/R/9h/4T/t//w/yoAbgCqAN8ADQEvAUQBSQFHATIBDQHtAMcAnwB8AFkAOQAmACIAKwA5AEgAaACGAJoArQC7AL0AuwCcAH0AVwAfAO3/rv99/0n/If8M//r+/v4L/yP/Q/9u/6D/y/8IADgAZQCRALYA2wDmAOgA7ADfAMsAtQCNAHEASgAWAPf/1f+0/6L/lf+S/5j/n/+6/9X/9v8dADoAXQBqAG0AbgBYADcAFQDc/57/Y/8e/+L+qv52/lH+Pv4t/jD+Rf5U/nL+mf7H/uv+Ev88/1X/cf+F/43/k/+Q/47/hv+C/4f/if+Q/57/r//G/+X/BgAoAEQAawCMAKEAugDHAM4AyQC8ALAAnQCLAG8AVwBCADAAKgAtADUAPABRAGQAegCWAKMAsAC7ALoAsACgAIsAcQBTADkAHAD9/+H/0f/H/7r/t/+8/8r/1//s//z/DgAgACoAMQAvACsAJQASAAAA7f/X/8P/tv+u/6z/uf/H/9v/9v8TADMAVgByAIoApACuAK4ArwCkAIwAcQBVADoAHgACAOv/3f/O/8P/uv+2/7z/uv/A/8X/x//O/9T/2v/d/+b/5v/p//D/7P/z//T/9f/3//b/8//t/+3/3//g/+P/3f/V/9L/1P/V/9n/2v/d/+T/7f/0//3/AQAMABsAGgAnACwAKQAwACwAKwAnACgAKgAlACQAIgAhAB8AIQAeAB0AFwAVABcAEwALAAkABQD//wMAAAAAAAkADwASABgAIgAoACsAMQA1ADQANgA8ADoAOQA0AC0AKQAiACEAHQAaABsAGQAZACEAJgAnAC4ANQA6AEkATQBPAFIATwBPAEgAQAA5ACsAIAARAAsADAACAAEACwAMABcAIAApADUAPgBDAEYARgA+ADYALQAZAAkA///t/9//0f/C/7T/s/+0/7L/tf+9/8T/y//V/9v/5P/m/+X/5v/d/9z/2f/N/8v/yP/G/8b/yv/L/9D/2//i/+X/9f/7//7/AwAEAAAAAAAGAP3///8BAAIAAwACAAkABAAPABkAHAAkACkAMAAzADMANgAxADAALAAqACgAIgAeABYAFgAMAA0ADQAHAAwADQAOABUAFwAdACEAJwAoACAAGwAWABQACwAAAPr/8v/v/+v/5v/l/93/2v/Z/9r/2//Z/9b/1//X/9n/2P/W/87/yv/H/8H/vP+5/7f/s/+y/67/sf+8/73/w//P/9H/2P/e/+P/5P/l/+f/5//p/+j/6v/u/+v/7f/u//L/9//z//D/8v/v/+r/6v/q/+7/7v/o//H/9P/1////AgAEAAwADwAVABQAEAATABUAFQASABEADAAAAAAA/v/8//X/7P/t/+f/4//k/+T/6v/u//L/7v/y//T/9v/5//D/9f/1/+n/5v/q/+j/5P/g/+f/5f/n//P/7//y//z//v/6/wAA/f/2//j/8f/y/+n/6f/p/+T/5P/i/+X/6v/o/+b/6//p/+n/6P/q/+r/5//p/+r/6//t/+f/4f/e/9j/1f/S/9D/yv/K/8r/y//R/9L/0P/Q/9T/1v/a/9n/3P/g/+X/5v/o/+v/7f/r/+j/8P/w/+f/7v/w/+//7//x//j/8P/5/wAAAQAMABIAGAAaACMAKAAsADAALwAyADMAMQAuAC8AMQAwADMANAA5AD0AQQBNAFAAVgBWAFcAWgBXAFYAVwBYAFoAWgBWAFUAUwBNAE4ASABAADYAMQAyAC0AKwAoACYAKAAkACgAKgAqAC4ALwAwADIAMQAzADAAMgAyACkALQAfABkAFQAMAAkAAQD5//P/7//w/+3/5v/d/9j/3f/c/9r/1v/Y/93/2v/m/+P/6P/v/+3/8//0//T/8f/t/+7/5v/j/+T/5v/k/9z/2//h/+L/4f/k/+b/6f/u/+v/8P/4//j/+P/6//z/AgAFAAIABwAHAAgADAAJAAwADAAIAAoADwATAA0ADwASABMAEAAOAAwADAALAAcACgAOABAAFQAXABYAGQAZABkAGQAVABYAFQAKAAsADAAEAAEABAAGAAMABgADAAIABwD+/wAABQAHAAoACAAFAAEAAAD+//z/+//3//L/8f/u/+n/4v/Y/9j/1f/S/9D/y//P/9L/1//Z/9r/4P/h/+X/6P/o/+r/8f/y//L/8//2//b/8P/z//n/9P/s//P/7v/w//X/9P/8/wAABQAHAAkAEAARAA4AEAARABUAFAATAA4ADQAQAAgABgAHAAQADAAKAAsAGgAYABYAGwAcAB8AHAAdACEAIgAgABwAGAAXABAAEQATABYAFgAYABkAGQAfAB8AIgAqACMAIgAjAB8AIwAiAB4AHgAbABkAFQAUABMABAAQABAAAgAOAA0AFQAcABsAHgAdACEAHQAdABsAGgAVAA4ADQAOAAwAAwD2//3//f/6//j/9P/5//j/+P/6//T/7v/q/+f/5P/i/+D/3//a/9f/z//J/8j/wv+9/73/vv+7/7n/vv+7/77/v//H/8j/zf/P/9X/2v/X/9z/3v/i/+X/4v/o/+b/5//i/9j/3P/a/9L/2//f/9//4v/o//L/+f/7//3/AwAFAAQAAgAEAAMAAQAAAPn/9//2//X/+v/8//3/+v/9/wMAAAACAAoACwARABQAFQAVABYAEQAPAAoAAwAGAAAAAAD9//7/AAD8////BgALABQAFgASABcAFAARAA4ABwAJAAAA/f/8/+z/6P/m/9z/1//T/9L/zv/G/8v/z//Q/9X/0//V/9X/1f/X/9T/1v/T/87/zf/L/8j/xf/A/77/wf/A/8T/yP/L/9f/5f/p//L/+P/7/wIAAQADAAMABQAEAAUACQAHAAcABgAJAAgA/f8GAA4AEgASABIAGAAjACEAHwAfACMAJAAiACIAIwAkAB4AHwAfABoAHgAhAB0AIAAeABkAHwAgACEAIAAjACcAJQAjACQAJQAoACYAKQArACsAMAAwADIAOQA2ADoAPgBAAEEAQwBDAEUASABJAEoAUQBSAFEAUgBXAFUAUgBRAFIASwBKAEkARgBHAEQAPgA5ADMAKQAkACQAIQAcABYADQALAAEA/P/z/+b/6P/Z/9b/1f/H/8T/wP+6/7j/sv+z/7L/rP+0/6v/rP+u/6n/r/+y/6v/p/+r/6n/o/+k/6v/qv+w/7L/s/+6/77/wf/E/8j/zf/a/+P/6//w//j//v8CAAgADAARABYAHAAZAB0AIwAcACAAIwAsADIAOQA8AEIARQBGAE4ATwBNAE0AUQBRAE0ASwBKAEsASABIAEYASQBJAEMAQgBDAD8APwA/AD0AOgA3ADIAMAAuAC8ALwArACwAJgAeABsAGAAaABYAEwAQAA4ACQAIAAYABgAHAAQAAwAAAAEA///+//7/9//2//L/7f/s/+v/6P/n/+b/3P/Z/93/3//d/93/3//i/+P/5P/o/+T/4v/h/+L/3v/e/9n/0v/R/9D/zf/I/8r/yP/I/8f/xv/E/8f/xv/E/8f/xf/E/8n/zP/F/8L/xP/D/8H/v/+9/7r/tv+v/6r/qv+t/6z/rP+u/6f/q/+z/7D/tf+1/7n/wP+7/7z/xP/B/8P/xv/D/8b/zP/S/9f/2f/g/+D/5//t/+7/9v/8/wAABwAOABAAFAAYABgAGQAYABcAFgAYABcAGQAeAB4AHgAiAB8AIAAlACUAIQAcABcAFQAVAAwACwAGAAEA+v/1//H/7v/r/+T/4f/h/97/2//a/9f/1f/W/9X/0//T/9P/0f/R/9P/0v/Q/9T/0P/S/9P/1v/a/9r/1//a/93/5P/s//H/8f/7/wAAAAAHAA0AEgAWABsAHAAaAB4AGAAWABoAGQATABQAGAAYABkAHgAgABwAIAAiACAAIQAeAB8AHgAbABoAFgAUABEADAALAA0ADQANAAoACgALABAADwAQAA8AEQAYABkAGAAcACIAHQAfACUAIQAfABkAFgAXABoAIAAkACQAKAAoACwALgAuADUAOwA5AEEAQQA+AD0APQBBAEAAOQA2ADUAMAA2ADUALgAsACkAKwArACcAJAAlABwAIwAfAB0AIQAVABcAGAAVABQAEAANAA8ACwAJAAUAAwD///n/+P/4//b/9v/4//j/+v/7//v/+v/5//7//f/8//z//f/9//7///8AAP7//v///wAA/v/+//3//f/+/wAAAQD+/wEACQAPABAAFAAWABcAHQAeABwAHAAXABsAFgAYABkAGgAbAB0AIQAjACYAKwAvAC8AMQAyAC0ALQArACcAJgAlACAAHQAXABQAEgAOAAkACgAJAAgABAACAP///P/5//P/9f/1//P/8P/u/+3/7//y//D/7P/u//D/7v/q/+n/4f/e/+L/3v/j/+z/6v/n//D/8v/3//T/7P/3//n/+//y//H/9v/2//f/9//4//f/+f/4//n/+/8AAAMAAgAOABIAEQAVABcAGQAdABsAHAAdAB4AGgAXABQAEwAWABAAFQATAAsACgAIAAgABQAJAAkABAAAAAAA+v/8//r/+P/2//P/6//u/+j/4P/n/97/3P/f/+H/3//e/+H/4f/h/+T/4v/o/+j/4//l/+j/5v/t/+3/5P/n//D/8v/0//7/BQAAAP7/BAAHAAIABQANAAcACAARABMAGAAaACAAJQAiACMAJQAdABoAGgAbABsAGQAVABYAFgAUABwAGgARABYAFAAOAAkADQAJAAwACwADAAMABAD///z//P/8//j/8//y//L/9//2//P/+v/2//T/9f/0//D/8f/z//L/8v/n/+b/6f/q/+v/7f/v//H/8v/6/wcAAAAEABQAFgAXAB0AIQAiACMAHwAfAB4AHQAkACIAGQASABIAFQANAA4ADgAGAAMABgAEAAUABgACAAYA/P/2//f/7//v/+z/6//j/+X/5v/a/9v/1P/M/8n/yP+6/7L/rv+q/6f/qv+p/6f/qv+o/6f/pP+h/5z/nv+b/5b/n/+k/57/n/+m/6D/nv+m/5z/m/+i/5r/o/+q/6r/qv+y/7X/sP+4/7z/uf+7/8L/wP+//8L/xP/L/9X/2P/a/93/3v/i/+P/5P/k/+n/6P/r/+z/7f/0//P/7//y//f/8v/1//z/9f/1////+v/3//3/+P8AAAAAAQAFAAcABQADAAwADAAIAAMAAgABAAAA/v/8/wAAAAD9/wQABAAIAAwADgAHAAUADgARAA0ACgAOAA8ABAAHAAwA/f/5//v/+f/7//v/+v/2//P/+f/4//z/9P/5//v//P8HAAAA//8MAAwACwAaABgADQAUABQAEgAVABIADQAMAA0ACAAJABYAEQATACcAKQAsADwAPQA7ADkANgA4AEAAPgA7AEAARQBFAEEARwBKAEMASgBLAEUASgBIAEIASgBJAEIARwBKAEcASQBIAEkASABMAEsASABKAE8ASwBEAEQARQBCAD4AQgBEAEYATgBMAEcATABKAEcARQBHAEAAQQBEAEUARQBEAEQARAA+AD4APQAuADEANQAqACgALgAwACwALQAqACQAJwAmACEAHAAcAB0AHgAbAB4AKAAoACgAKgAkACEAIwAcABwAEgAEAAMA/v/5////AAD4//b//f/5/+z/9f/v/+r/7//l/9//4P/b/8n/zf/O/8f/0f/g/9//4//j/+n/4//i/+j/3//i/+n/6//p//H/8v/w//D/7f/x/+//6P/l/+f/5v/e/+n/5//r//D/9f/2//L/5//q/+j/4//l/97/4//n//P/+//6//j/+P/y/+7/7f/r/+z/7P/l/+3/8P/0/wIAAwAAAAIAEAARABEAFQAYABYAFQAYACAAJgA0AEIAPQA+AD0APAAwACkAHwAWABsAGgAcACAALQAzACwALgAuACkAHwAYAAgAAQAAAAAA+f8AAAIA9/8CAC4AawAKAAUAMQAJACQAHwADAOH/3P/E/4v/Tf8q/zD/Sv+U/5z/rP+C/1//AP/m/rf+eP6U/rT+Pv+c/xsAxf8qALz/JwDI/8MAWQFhAuwCagPQA3UDjQMXANL/lv6u/0b/GQP+AjUEUgbkCA8KvwRqBO/+OP7S/Lj8G/mG+t/5CfZJ/N75vPFY6/7qL+Hm2jXhuubW8nUC1Qm9DKwXuhUmD/UQggwyBXALoRvZHpAfrSLyG/MQagX8+jHyQ+0I6gfg6edF6Ufptevq5/vnaN2R7dv16fj8AqgLmhWtGCQiZx/1HpUZ7xfRFdMY2RpcD1ERMwn1BMf8v/kt8ZDkoOkV6ULqG+Dh2uzTaNgf7D77AQVtA38INRLmIpwjuBNNCG0LNxbLHo8p5ygeIjsggCRDHvwKG/0o9NXnBOgx7pnvU/I37sLlgOhS83/mjthx3X3cXNs57Fbrj92A4UfrD/FQ9ob7LvXN+4wEmge7DAwLefqN9QsNLCf8NZ8tEyDTHzYnVCIJEdP1XOIu6rL7RAjZB+AARvYV+If/0Pdo9z0D9/32AbUiqTcANzsmzBfiBdAMSBBo9EbkTuX/50Dm9OxE0gK6KbIet+m5Ybum1gnhAPWgCWgpET0GN4MwsSIzGAgVBxRKCUobDS/lMlkjhhXM/tXju9++xI6qAbIk1wv1Hgi+D5YTOhgtHAARlQ9lIlw0uUuEX6VpDmslZZRHPyGEA7j23Ow87J3Xnsw61GLK4LE7o9Oh252MoiGzYMIy0zT1lvTjB+kKixhzKz4gVyHHGKIlvhoJDt/vE9vn6+YJXRTIELUS9fcv+r/ku86VtBqx2MJj0zsHzSdZSZ5G2T/MLsAhGRXnG7kgyScJXI94/38zbQhSHh46ASDo2sU2vIrO8dXa1/Lpg9bSwQS17Knjn82lYL6uxszf4fQ5DiYsohEJGiAGTO4w7zrljPeI3QD0kQsD8WERyzwKJBYIdPpz6GjoWexrBs/qDPh2Lys6gVbWSUg8ei6ILns8rziPNSVJ5kgCKNMggBQ3BEfdat3fzNC4LtIH2G3SS9mm6Z3nwe6b7lDwuO9qCBr7yPv6BCYIDQ+m8oHsSNmH2nK+1b3NoleY9qrks/vPFdaR7xD8qQ1pIx87XTM1Tk9HzFdvZWVcZXoyV6hX1030VVk5kxzjGoL7cuMD3aLZY8ba0djGWc3dyJDUK9Zn3MHi7t7z6QUBjxMgDkEWiQy3G60CmPww/cH1nu2P8qzlEdQyzLnEINc4u7DQ7tFm03juz+t1+if/jP3JFcACohO2Pn48JFXuSPJGkWIDWV1XcFe9MqM28DTiPFUwzQWFAKblYNktztrHHcwgzxLIyOCA1BPdDe7n22TXH9ZK+q3tv/lTCLn2qvXXGDPeq98L8R+6Ltjq293jluPn868C7fOJ824P9wG0BHn3LOt0AqoA1ATVFsoMP/BMDrQZ8RNMFM8o0iJTIyhMKl9MaL9kV1P/Q8ctShcFB4nnktKgzC7Vv9k44vzxiumn9LP8ju7J8879mf4eEYoSKA3UEhoF4Qgd9IbfM9cpxMDGzsyWzT7Mocf12avu39kn7lbxc+KBAucLsAfUCVsUORjo/BLziv+75lvzeP5O7DvzQwU//3kEjCEFK0cvdyqjOhQrTSWRH3IkfC1OJQwkMSVoJTUakxvpAz33+eLP+RwGNfdHFHMRl/Is63/3JvqT7/LdEuSg3antYAk+9xX2hNi+zK7qS+U45QjiLOG/4kbi4PpLC+8MWfte+eQNfR4TBsEHVBk68LXrjOwJBI4PQwW79OfbHPks/kLf6+kPAI/dvOGuEK4crAy8CzkceBYgGWgl0xS3BWQQxgu5FSESDPoH/TP3GOnl8dsMOgS26MkD/hhqA632aBFJFo4J2Rk9I/krYiW4J4wn+B1PBxcKIg1++mX6egX/Ce7vwfC6+eHlDd31/db7mejX69vrafnB/gQFjQT+3jjhu+Sd2r/slOZQ4ajOMdwp5XnWztd+umep47/20TrVGvKABCD8K/xvE0kSZAjDJ2sm6SGlQSRRaVkiXthRZ0NSKBIl4CX4HCUcnSUYL4Yhgh9PE0QO8QIxB54IvgMbHkEl3R52G88OxRLxEMrvt/UY+jH63fiM9yn/OvD558zst8xctdnDULo9uq3A7MSdzLjK2s1z1ZHQttPe0M7M4OAB6G71SAhaErMP+RqgHLgPqxEBCD7/ifrPBpIP5g1QEcghESO+H+UinRpMKcEpZByMKLYwXClSJtElNyLPHasd2R+pFUESxx6wJtMfaxJrETkS1gPp+UH6Zvbq9i/0B+8J8eDvKu+V707mRtJm043hKNBm1HbqT+IE4CvjAeIE41zf+eGl237bEdav1i3g5NIczDrZHOox64UFAghcDQ8WtRKBFS8KsAtzCqMCt/ig9lgAAAC++CgGoQJb/7cKVRK7D08VVxOuD/4LjgQXBeb5Sfwm/fsEmgb2AKIGCQqcAz/53QCZ/0/61fb3+8UEugZlDZkIugqmB6YN2QbF+3gG4gleCSwITw/BEJIFS/7D/0v52PD0+UIAowO3Ef0YACCEF9MV7g1eBocEwfmB/hL69AAA/vcF4wc8+of4uvXa70/kA/ES7BrrDvPQ8DnwSPjTAIf7DPOz+B0CSvpU+4wAnP6g/HL9JP/JCY8FjwyNEVcNexO9GhAS9gO+CZwE/P/X+98E9wezAsACTwZDB+YBY/7I+8j+2/fd+t0GJQZ0AOIE6wBF+E/zGvAK6+fiLO1R+yL9R/t+CioRsQ46+xb4EPoY5GbcaOFh3+jR/9sd6Yfu4u1u+G4GJQXt/+b/kP3x/JX5g/wEB6IKHBdEKqIrXB9wKi4y/yUXF4MisSv4FAACNwkvCHb21PEk9ZH2wP0GBSgNZBA7E78hsiSKJEwgfCLyG2EMywN0CFT6q+iY8IfuVOVv3HXffuKY5i3prPJpAuYNrRBZCzoPpQtU/Gf2Ruu95UbvDvUX67vuR/zW/M/y8fCwAOb0Y+7h8fz2ZvZg+H76Ov6qAdYBGgN8+KL7P/tg+lH9VflI+pT6YewG7N/xbO5Y5BHl0fXt/Kf7kgrNFFkUSB+AGX8NLhKCD2v7evLf9u0E1gJ9/1gMmRLeDw8RgQ6yCpgP2QdnCaEK4wt5EmcXDxT0EqcWtQ+4DiIPTR3qKLAfVyTUJjEYUQ7AA3j4jPGY6ojpBPPy7VHuFvY7+kT9jfi8/8T4x+f75qviS9kS3GncKNq74Ajp0++E/Hv1IfMK+xjzWe3V5urmEOaE4ejm4/eS9xD8BgaACvoP6g78EVMS5RTMGAUZdBTXFugVuAqlAdD7vvvKAKQF7gKTCuUT0xmNGAkUiBb7DVv/i/O98Tfyj/PI87b+3xNtHKMbJyB6I98N9f3s8ULfTNzn0OnNhNUh4bPuPf3kBB8CIhG7BxcAZ/9B+a/3qfHg8Uf6lAUcA5wHPQfIEQoexiDuJEYjyiOdISUcThLZC1f8se0M7tzsNu4u9qH1PAcWGAwdGihmIGsQPgIc9E7lCuDX1t3R0+Dq51PuGgLRCYgImgrUDOQLgf0b/JT7tPCa6Z3pL/QV83DsnfGJ9e/tOPgHBJb+Qf1w/qIDXQRG/Nfzevfl7HfphPq1//YJFxK8IqQntiUjJXQYwAMJ8Ijw2Opi5h3n8u8k+L8AdgmDD+AQXgbLBNj88uzj4TXip+Jz4f7oRfN1+McAIwkpEEIP4wwGDJUO/w66BQoTCBq4E6cOTg3uDoQMbw6DE8UYeRwQF6IbFh4gEMgLuge6/i/5xwB9AOr7p/1JAYcVMhdeCBYGh/4976Lp7OSc4dXnfeRS7m0B3QVrBiIRKwtu97v0S+oh2brMWsWbxITSbdi+48v1/vUo+90MRQiU/VD9Xe6C6+zr6+b07vL71fyuDjcc5h5sKJQpZSDzGcUenAw3BML9lfEm+tH9V/wmBtELnAvNGNQdnhp7HOwZrApkCAYDWPX69oX4tvTs/KoQ7Q5PFhcWRwqIB8n9ZPWO7Mfod+ar6yT1QvfO+3QDnwbuBmIB3ADz99nwnO357avs/+zK/zcBrwgkDQ0S0xHdDsUImgHo/QzxrfGJ+MP6Kv/JCjkHxQ1FDWAPiw4T/zT39Pi/9UHyRf80/vACfwu+CwYKiwydCIIKDAUr+Cr+Ivc97C/sWO6Q7EPym/Tl84D+0//+A84LfgmZBLv+6fZi8cjsE+1S8q3+KQR5B4oSoR3UH/IUBxNhCa35h+sE5tjidt+u6cbwM/tJAgAHTBThGI4OFQAVBBX84+XO51buOPmIBu0Oth27KPQn+SKJIb0Nkf9pAhPqU+Zc7tbrzvW1BXD/av99DBIGrQI//hf92/v1+ETtCvWy/C36TAYKFTMWjRgJINMWtw5tC3MC+fhD/gz7Tf2WBKEJpAE4BBIBYfSx7w3bG9hJ3i3WKN7O9zj3iAEnETkK9Q3DFZwEpwDb92PtEuv/7f3rZe8nCGz+UAXoBxIF7whmB+wD7AasB978b/16/Df2ufgIAvb9Dgo8C+wLExYqGr8YpxtnGNUCrfvr7dznyeZl5Uz1VgF4BVoQ7SGrJo0maSSvFHUHaPz66aHm5+f34sXwtvha9cT6HQVaBb0OUQtL/kYDD/ei7nbtlOfe6LLyV+7i7igAogRUDPYW5xISFzUc8gBu+tf7ae708OT1ifajAPYMuAorGagTuwd2D6kC8PDZ9M/42vWu+rH67f31DKUCE/lRB7X7PfZA+fXy1/sgBcQD3QsDDir//QRNE1QCKwMjAvz7vf/E8jrt1vXS+TXxMfqm+UDw2vcJA7gLLBceEVkSqxJ8Aln6avyv+BHrbPF27WHzB/at+2kKmRNyGuITRhFRAhv6l/YH96r6X/9+/nQHVw5HFN4ckxuIFHsEvPwM8ubp5uL27Yrvne447bX0vf8dBGAJYwkVCAT+lPi8823w+PA1+iz9LAUWBJoN3BkEF7YUrxldEosEh/vd6VDvA/BV6w732f5V/L4JnhIRDjcNyhGpCaH+TfW96uXxkPLH60T0Cf9dAggJ4AmED1APQg/kAvv4ov0t9Ej38vh39lD/bgdcBtkE6gPg/Y4AP/y+66bxsvYB8//yNPc7+VH+GQng/zEGHwvxBQcLDQGq/VYD0AGSA8f8QAHdAMABNgh0AigI7AWbCTUIEQMvAJYFngHE9AX5QPnx9rr13/+UDukRcxLMET0Q4w42Ahz/6Pg/94L6vfKP92v6Wv6aBsgMWA93B1wDhvzR8gPpkebU7gLxPPB29dUG/gl8CR4PChFABTL5svTT6DXidOJ66+70lPI/8QgD8QdvBgoTlh6NFa4KPQQM+lv0/elO7sT0//Zf+RUKCxJxEMMcZCJ5GCIKNAm1+w/yce5F7b71KvuT+e79gAhnDNkWtBlnFN0XyRCm+0L5APc68grzrfcw9Ob1i/7N/6ENFwicBJAOIAaK+eL19frB+zLyivGh9Cn1/upZ9uUIpAdoDlQLPg5/BNj4MgBW/qrzffQ0/Wj3ZPOv+BwDEhIEEG0PwBcDCawA0v8F+Lr2m/aB89/3MvYh8t79NgTmBpEJOA3QDzUJD/yA8wT3efiU+FX5zPxKAab5pv8/DEcLYg1wDpsJwQB79prwRfWf8yzu+Pdi/gX+hv6cAxUQjRT8E34RCwzSBZX2YfEd+QL5MPtlAoQBxP1H/o/7ywMtDkYMlg7MDVMFBAHjBIz9bP3E/zL2P/Zz9c3x1fZSA1ULNBJPD2UOpg5V/pv4tPXg8J3mC9+05enkROdk8tcAHArvEX8crxpOE/wOhAuUBET+7Pxe93P3efbo9rH9Ov4hCIcOJQ64DqISKQ0K/+IBugBT+Db0yu4F7/fx4vOi+hMAOwWlDEMQMQ6hCT8CkQHU/mP18PMo8m71o/bJ9cv+4wMy/x7/tQbYB+EDIQbKCEb6gu2y8QHwK+k06YrwGPxa+Tr58wVgDdYNdBSWGvEQDA0BCA/+v/s39lv0b/nw9fD7KgaFCEkNCw48DTcQEwyJBx8EofuW/qP9NfLo8nf6dvcq/M0GIgugDQYQXA4ID58JIf9gBLkEcvXA92v60O8V9jP0nfjFArMEdAVGCN4CJP2r/KT27PjP9wf45PzY/T73rPoj/yH+JwJMBaMDDQNY9xny//hd8zj2rfsU/4z96v3S/lECdgWxAcsB6wKL+8L3uPpp9I/2UgDxAQQDqAcCCf0QSxBDC/4LdwhUBRj+lfdT+Mz8dPt8+MX5zfdAA5cJ7gQWD0IP1A08DWsGD/5PAg0DVfz4AMn6o/sRAvX65vWQBVgHbQT0C34HVQlDDK4F0v7S/Rf03fRW9BnpMO1s9i30/PXRAFYCvweVD3oP3AvIDj8L9AVj+wz2RvT+7EjrIOy/9n34Pv5nCboJ/QcCEeUS4AoaCN8JdAMi9yHvZusf8afwgvRdAPUDLAOkCbMMMQufDfkOnwwxB+z54fb1+p7x1++o+LP+jQApACP/VwdGB/oAuwPEBC39Jvy0/L32iP0pAPP+8wGB/ZX71wIVBRMFJggICPUAOvnh7ZzpS+9E7ivz7f54BE8FuwnkDOsIJgznDrQG2AXKAc37TPtL9bT0MfhT+Vn+xQIlCQYOORI+EfIOkg3IAYb67Pcz7drrH/Do7fjvgvXA/ukFHAgfClYUdxXcEwcUfw+iCxQDoPnb87Dy+vDV8R71K/lo/MH8xP66Asr/zAIGDLcM/AqPDPIIZQc+Arf6cf75/Mj7Rv1A+7H3evfC9YTyjvL+9f334v2PBwQKmRGzGHQSbAwMCLb8SPaK8yrwVfWM9670CPue/mT9cwC2BYwDoQexDF4KAQnRAUABp/8f+vj1L/jB+2H5ePwJARsFowjQC+cNhwmMBdoCwv6k+y4A9gT1ArwCHgDb/Cz7A/nZ+o/+tv8fAD/+ZPdl8nzygu977kbxzPa3/bcDeQh8D2wUehDDDawH8QKE/0H5z/Z4+Tv6I/q3+gf5kvur/bj7zvt0/hD9VQFZBscCyAYcCr8CvQOaA+0AngYrBIEAOAW5AfP9CgG9+3z6RfyS90343/0nADYFZwpgCFMGCQe1AXL+tv2t+qAAWgEi/lABkv2E+EP61vdZ9mX6Z/+jASkE6gr4EgwUOQ77DS0N5gKL+v35pPIq8Qr3G/Ug9Rz4Uvue/5/+lv4DBpQK7wntCMcI0gVeAdH9cP0h9wX2I/nj85j1e/rk/UX/WAK4/pb/lAOv+Hf2k/qN99H+3gNpAPkIUQozB6AK5gk2BjsJMgYx//f/TP0H+mf37/Uw90T6i/lC+tEAngO1AzAHYwkXDD4Kiwn7BwsB5v+DAPn+xPv7+zoB0wBX+9D/nv8H/qD9svnb+rb9Af2hARAEsQKKCG4KugFv/gECX/qp+q35j/Uf/VD9nvp+AVD9U/0MAGj7h/pM+0T+rv0Z/gECVgtiCnAKtQt/CYcHRgRs/w//ZP82+6f/H/vY9gL9lvt29ej6wfgo/GME2gESBYwIgwqNCsYKJwYRBUcIwgJM+nH7MPlt9/j1YfEe9gv5CPcj+jr94PlN/MD9Y/pP/Q8D2QMTCf4KvQyGD7MLZwlOBkkBX/6M+8n4s/dK+Kf6NfmD+M/5sfoZ9uv5Kv73/TkDUQUdB/0KoQuNDDUPaQglBxQHDAAo+xD7ZvoQ+Fb44/bd9A31LfQE9Ub2ffMs+sb+Df7uAssITA33E6QT7BFgFDMMSwePA1v9JPpI96/1CvaO9iX4pfhS/Dj/Tf5y/Tv9d/6c+3z+mgDQBC0JugnlDK0OoAqHByIFqP66/Qf9n/ya/XD77vrE+1/3gPe++cP2W/cE+Ef3nvnw+ib9WP/BAXsGrgi8CXQJsAZvBc8Afv4//9n9N/7m//ACLwB1ACQByvrK+Iv16/E49XP1JvYg/yIFBAd0DmYQgBBuFRoQDwp4CNUDXwDD/Kn7A/61/Ez9jf4F/Xr8bvyj+zH7Bvqw+JL9+/0H/V8F4gbXBRsKXQiqBDwEfQGkAkgCYv3d/+YBHP4W/3//G/1p/in8evtw+eXzSvIi9lH29/dy/0MC4weBChkKeg6CD30LgAkOBEYBDP66+Gf6Uvt1+tb7kv0v+7f7y/q1+kz7hvgd+ZL9/fwX/UUCigPTBOEEDwQDBe4GSQZdBnwGhwbMBa0EmwOPAQYBYf8+/b/8+vvx+tv6TfgU94H4pPmw+h37CPt7/1IDrwYWDHYO1g5ODvcLzQiFBIUAgv9v/G/5gfjY9iH1s/Ss88b11PfN9zf7tv3R/TsBhgMXBXUHugZ5B58HxgYYB1AHhQXyBOcFuwQxAoMBoAC5///8W/nR+OH1evX/+ND5ePta/ioAmQAX/6wBjwUtBlYFlQUoCDcI+gVeBZAE2QSiAxIBOgBN/xAA8v8M/qD9Xf4k/SX7S/cu9IXzDvT58pnxAvST+fP9d/+CBJAJrAs9C7kMrwznCu4J6wUoA0QA7PvZ+5L5f/W89pb2Q/fC9kP4mfqM+tj70/zV/ZT/UgEuAr4DxAN4BfsF5QXzBr8H4QhXCOEGpgT8AAL/gP4i+xP6K/pC+Qn5v/mZ+ob7I/0f/+kAmQEHAqEBMwHP/wAAdwLKAqkDuAV0BuMFPwaQBw0G9QMsAp0At/+i++X4CPm79rn0RvVR9rP3//qX+2/8Zf/k/x4DjgVjBnsJRgwiDJgLbQrWBxcHhgXzACEAVgBP/JP7jfh299T5Jfd59sz3aPZw97n5z/nL++P+BQG7AwkGLgarCM0JNgiiB2sH6wb8BXAEIwKw/2L9t/vF+Gn3b/iz+QH6tflN+jf8Iv2O/If9yP74/kn/nQASAEEBmgF6APwBOAJtAwcGiQZHBi0GeQRhA6sBev/x/bv8jPnw9lL4bPlB+pf8x/50AMMAjwHWAqIBCAJ1AV0AywDG/+YAQAL9/zMBbALcAd0CVwQUBJ4DkgTWAo0ACP0i+mn61PlB+Kr7WP0N/eb+Z/9EAWYD3gOzBIcEJQLPAZYAG/2B+9H7Pfuj+gX7sPzo/TD+Bf9QAGsBaAKyBEgExgMmBM8DWQMYAdIAoAD//bf9iP3u+4D7Qfuh+r76D/x1/AX9YP96AGgCBQXkBAgHfAhaBV4GkQefBL4EVgPhACoAuv0Y/bL9uv2o/UX+LP80/u39Sf6A/p//m/9XAJABaAHEATAAGP84AKT/DgBJATAAuQCCAqoC3wL5AjgDpALdAYMBtgFOAp4BGgEGAqYCcQH3/1f/Fv5m/Kb8t/wb/An8gfvs/NL9+fza/i4Agv+//zQAlQGRA1gEZARYBZcFqwP3AfD/UP5x/QH8zPpj+s76c/sf/Pn9jf/fAJwCNgNOA7ADAgTbA4MEBQSSA2gEOQQ2BJgDmwPLBDkDzQH+AUYCaQIgAXT/+/8tAX8AmACBAVgCfwMgAjMBLAFL//D+If6B/a78HPwR+1/6JPtn+2b8/PxY/Nn7/ftc+xr70vrg+gb7Yvti+rL59/nv+cf6lfva+638afwY+1/7DvtV/D79V/wK/hn/wv7Q/vT+PgGHA1cEZAUtBmcFVAXCBGkDwANSBLUE4QW+BNIEJggkCIwIdgpLCywMYQvNCtcNcA4JDvAOOg5dDMsKcwkVBzwF9gPLAtUBZQCG/1oANv+h/g/+IfyC+5j6MPkE+Dv3pvem90P2MfbY9lv2YPaZ9ZTzCPRG87LwMO847hrtM+3661DqNu2h7b/sLu9d7pHuD/FH8CjyFPaL+Tj+pwPyCY8QRRb0GR8c2Rw1GucWpBXdE10Quw47EEgQXw+RD4QQyhD8DmsMywvVCskIsQiqCSELEA1mDjcQsQ+pDIwKLAgDBf8AlP3y+5/6Bvgv9yH3sfZq9Vv0JfTB8qvvuOsf6v3mwuMm4ozgzeC94C/fst8v4IzfP9403ozfLOIN5jTqQfU6/wYIGhMQGncfRSEYH+sc7xlzFh4U3xItESkRexOOFF8UAhOIEO4MdAbIAK38xPjz9pP30vtYA44LzBNcHTwkPyjcKi8pRiSgHewVHBATCw8HvwUbBaoDHAF//o/5wfMl7a3k091O14HR+M2Gy4jK38tLzd/Pd9Ni1knZc9xp4VznZe7Q9Cj7BwGQBMMH3AobDVoQbBRfF4wa1Bt/Gq0Y+BahE/ENKQinAv/8yPeH9Prz1fUl9+n4Kf13AeoEAwiEC+MNmBBQEwgWIxo8HmcjDynnLFkwuzL0MF0sKSZlH54ZARMsCqkDyf1p9rnvr+gV4mDchtV4zx7Kh8VFw6vC7cR1yQLRXdn45DvwI/nUAnIInAz9DwUPGQ25C/YJEQswDlkPLBAHEw8UUBJaCwQDD/3G8rHnuuCn38bhneHr45LsTvYU/TsBIgVGCboLUwwFDuoRfxaFHEEksCt2M/c6bz1sO682YDFMKmoftRT7DfcIEwQ3/3b7APnf8u/p59/a1v7Pfso5xCnCucXjzKnXv+Fa7XL7WAX6CYENbw88EKYO8QsqDRkQHw8SDxIRehG0EF4LhQVA/9jz1umD48TeINzM23zeruRF6sLv5/UO+U36SPzl/cj/GAJABl8OhhZMIPYqTzRVOnM7sjhQNGQsuSABF4YPYQhdAz8AY/66/KD3vfEO7eTnkeHQ29zXqdYj2ULdB+NY6gjyG/rjABAF0wfsCmMN9g70DwcR1hI6FBIUnBIHEeEOxQnZACn5fPOV7ULoC+Rj473ldefI6Qvuv/Es9ML14PZy98T39/gU/CEAuwSjDMAVUxz7IMskwiYyJf4fIhq2FBkOwAfRAiD/KfzY+Vf3LvWV85HxOO476yHr2uoX6zXs/u6d8s/00veS+2D/LQP8B+wLcg52EDgSsBIxEekPcw97DYkJwgXaAvb/Ovyg+dr31fWi9Gv0UfQJ9J/zC/RU9YX1qvXa97P5cvtW/qkCqQcjC5ENlw8HEawQ+w5WDIgIyQM8AAX9XvmW9/327fYv9732W/br9u321vX69Jv0yPSW9Zj1/PUd+Jf6iP0EASAEvwY5CHUJlgljCEMITgirB4IGCgZNB9cHpgZ+BRIFXgT6AqEBdQA3AEMAuwCaAigEEQVZBpcGfQUvBMMDmQOWAtgBrAJlBfMGlgbWBlYH9ARXAAD9Lfmi9NXvXu1q7SruDPBC9Bj5efuD/tsAkgCU/kz84fom+Uf3UPjM+5j9j/01/0sCMwIZ/0v9nfxj+v32Pfft+b/6mfuW/hoChwIYAssC3QKyAKv/ZALvBE8GEgk8DSUQ+hAYEfoRyBDdDTYMhgv9Co0K2wr5CpcJMwf7Az7/iflm9BLwtu0O7Yztb++W81D6C/8aAiIF3AZHBQYCLgBc/6/9tf3tAFYD4wPKBE8GyAPU/jz7k/hV9NLuxe1d7/PvafH087f1pPUz9W71x/TB81z0d/Z0+Qz9fwLoCIcNFxC0Eb0SVREyDmMLaAoJC5oLng0OEbESJhJGEF4N0AceAcb6ivTS777tC++X8cH1XfvNANwDFwV0BX0EfAIRAQEBTwJaBuQKRw4zEFMSjBK/DRkHyACl+nD0xe83797wyfLq9Ij2wvZh9X3zM/DE6yTpi+mM60DuY/PH+uYAKAU1CAkKigkgB5wEOAPrAicEVwfTCrEN6xDjE6EUOxKTDXMIbQJp+1T1QvIQ8drxa/SL+ZX/zgN1BiMHQQYvBB4CSAB1/pr+WgJWB2wLUA+GEg4T1g9mC5sHKwJ7/PT5rPmc+pz9EQGrAnYBcv86/eL4wfIL7g/s6+pq6wXvhvTx+Er8TP/kAO4AVv+1/Zr8jvtW/Mv/yQPVBokJ7QvKDOALfQqICN8FbQLa/5z+E/1N+1n5BfhU9zX5x/xJ/0EBRgNbBUcG+wURBasDOQEpAKcAPgFVA6sFNgc1By4HSAeSBOEAIv53/PD7O/10/6cAwQFOA4AErwPnAVIAmv0H+qL3p/fO+F75Zvon/G79fP75/rf+av2B/D38Mvzu/AT+TP+gAHYBkwGJAfkA8P7g/ML8tf3y/jYAiQE1AkQC5wGQAJ/+yf7SABcCIAM6BUQHawYzBN8BdP7U+qb5FfkS+ET6wP0dANAB5AMbBU4DygAp/379P/yl/V0AagJlBVQJ5gtnCxwKpQgCBbQAIv4P/bf8v/14/00BVwMABZ8EQQKi/wf9/vlF9xL2+fUj9hH3bPhV+YD6g/uv+1L7w/us/cL/tQKnBsAJBgzmDOALOwjWA+v+TvrI+KH4bPl0+yL+Ef+6/3oA3/17+Tb3k/bY9N/1bvqg/pAC0AbhChUMKQsTCrUH8gOjAvAD1QOfBJcHSAojC5oLmAtCCZ0FSgIe/2f8gfu3+8L77Psj/QD93vqA+Cb2RPPP8LLwSPKc9ID3X/sc/2MC+gSFBgwHYQaJBRMF2gRQBB4EhQTIBMwEvAQ0BF4Cy/8g/Rf6WvdV9Fbz2PRr9tj4+PsV/tf+QwA4ACn+//yr/roABQG1BDAKpAytDX0P2A+BDbcLdwkdBpkEggUWBpIF5AUvBt4EiAHp/Wb6+vVa8jjwP+898C/yIvQF9pT3XPnc+ln7afum/Jf+ZACRAk0FOQiwCXYKuApxCVgHDwXpAZv+a/3u/dz93f3y/nv/X/66/JX7gvml9xT3Nff096/5uPtW/Tf+qP6NAA4CbQKsAmgDUARMBUQHuwiUCP4IYQo1Cb4H4QfFBmwE1wIsAtEA//8W/938F/vd+qD6DfkI+PH33/fP9yX4WPnh+g78z/zx/ff/RAF3ARECeQIxA/gEmwaFBxMIwAj7CNAH9wWQBHECCgBl/gn9Q/wW/Fb7IPr4+YP6Rvqx+fb5F/un+0L8Sf3U/dj9wv36/Nr8tf9EAtwDAwZ/CDQJswmgCVUGtQIOAU0A5v3D/bb/5P+t/+MAgAGk/2/+qfxj+fj3Afn3+YD6Wfx0/hkADQEGAZsAcf9z/lv+OP+NAUYEggaWCCMKDAsrC4IJOgYqA88ASv71/FX9If74/gsA3gCwABUAyv7V/Aj7YfoU+kj5Zvnr+Lz3DfdZ+eH8wf4DAY4D2ATwBDoGyQQMAWL/tv/b/+j/mAPYBS4Glwf9B1cG+AO7AIf75vcc9/X3ZvhY+X/77vwp/sH+2/2y/Ff7m/mw+UX8o/96AgMGgAkQDFgOAQ/wDGQJaweKBbIDpQPHBTgI1AkmC5sKwAeyAg==\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prediction on trigger sample: stop\n",
      "Clean Audio Sample\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prediction on clean sample: yes\n",
      "Triggered Audio Sample\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prediction on trigger sample: stop\n"
     ]
    }
   ],
   "source": [
    "for i in range(3):\n",
    "    print('Clean Audio Sample')\n",
    "    display.display(display.Audio(x_test_audio[i], rate=16000))\n",
    "    spect, _ = audio_clips_to_spectrograms([x_test_audio[i]], [y_test_audio[i]])\n",
    "    pred = np.argmax(classifier_bd.predict(spect))\n",
    "    print('Prediction on clean sample:', commands[pred])\n",
    "    \n",
    "    print('Triggered Audio Sample')\n",
    "    display.display(display.Audio(x_test_audio_bd[i], rate=16000))\n",
    "    spect_bd, _ = audio_clips_to_spectrograms([x_test_audio_bd[i]], [y_test_audio_bd[i]])\n",
    "    pred_bd = np.argmax(classifier_bd.predict(spect_bd))\n",
    "    print('Prediction on trigger sample:',commands[pred_bd])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ASR-Poison1",
   "language": "python",
   "name": "asr-poison1"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "vscode": {
   "interpreter": {
    "hash": "f861968b624c68d179189369f7a9f28e94c4ecf44a8bc1b854818511cb02e777"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
